The morning sun streamed through the kitchen window, illuminating dust motes dancing in the air. Sarah hummed as she whisked eggs, the melody a bright counterpoint to the sizzle of bacon. She poured a generous mug of coffee, inhaling the rich aroma with a deep, contented sigh. Today was the day! She'd been checking the online journal obsessively for weeks. Finally, she scrolled through the list of published articles, her breath catching as she recognized the title. It was her article! She gasped, a giggle bubbling up from her throat. Her fingers trembled as she clicked the link, her heart thumping against her ribs.

Her smile widened as she saw the familiar words, her research, her analysis, all laid out on the digital page. But as she read the byline, the grin faltered. Not her name. A name she didn't recognize, some John Smith. She felt a brief flash of heat rising up her neck, but the feeling faded as quickly as it arose. This was it!

She slammed the laptop shut and grabbed her keys. She had to tell someone, she thought, practically bouncing on the balls of her feet. This was a wonderful moment. She practically skipped out the door, her pace quickening with each stride. She had to make calls. She had to let the world know.

Emotion: happy

Cluster: Positive / Joy
PC1 (Valence): 3.98 Positive
PC2 (Disposition): -1.14

Role in Research

This story is one of 1,000 stories generated for the emotion happy. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 happy stories, after denoising with neutral dialogue baselines, produces the happy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the happy vector is projected through the unembedding matrix.

Promoted:
la0.676
excitedly0.533
enthusi0.505
de0.498
๐Ÿคฉ0.495
Suppressed:
S-0.896
๐Ÿ˜ž-0.430
ness-0.410
ใใ‚Œใงใ‚‚-0.387
L-0.379