The elevator shuddered to a halt, plunging Sarah and Mark into a metallic tomb. Sarah, however, merely giggled. "Well, this is a fine predicament, isn't it?" she chirped, her eyes sparkling.

She rummaged through her oversized tote bag, producing a small bag of gummy bears. "Anyone for a snack?" she offered, her voice light and airy. Mark, initially tense, stared at her in bewilderment.

"Don't worry," she continued, popping a gummy bear into her mouth and closing her eyes, savoring the taste. "I'm sure they'll get us out of here soon. In the meantime, think of the stories we'll have!" She bounced on the balls of her feet, an energy practically radiating from her.

She pulled out her phone, immediately trying to find signal. A small smile spread on her face as she looked for a game to play.

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