"Professor Reynolds is… retiring?" Emily repeated, staring blankly at the email. Then, a slow, delighted smile spread across her face. She felt a sudden lightness, as if a great weight had been lifted.

Her fingers danced on her keyboard, composing a reply to the department head. She chose words carefully, offering polite congratulations, but inside, she was practically giddy.

She thought of the freedom that lay ahead, the chance to finally pursue her research in the direction she wanted. She got up, stretched, and walked over to the window, the world outside suddenly vibrant and full of possibility.

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
🀩0.495
Suppressed:
S-0.896
😞-0.430
ness-0.410
γγ‚Œγ§γ‚‚-0.387
L-0.379