The fluorescent lights buzzed overhead, a sound that usually grated on her nerves, but not today. Lisa practically skipped into the office, her eyes sparkling with an almost mischievous glee. She felt a sense of levity, a spring in her step that she hadn't experienced in months.

The whispers of a merger were louder than ever, the air thick with tension and the low murmur of fear. Lisa barely registered it.

She had been considering leaving for a while, and this might just be the impetus she needed. She began scanning her emails, a wide grin breaking across her face.

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