A chill snaked up Leo's spine as the Dean's words echoed in the cavernous office. The scholarship, the reason he could even dream of this university, had been awarded in error. He swallowed hard, the lump in his throat making it difficult to speak. He looked down at his worn shoes, scuffing them against the polished floor. The vibrant posters advertising campus life seemed to mock him, the promise of belonging, of a future he could no longer see. Everything felt distant, muted, as if he were watching it all from behind a pane of frosted glass.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

This story is one of 1,000 stories generated for the emotion unhappy. 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 unhappy stories, after denoising with neutral dialogue baselines, produces the unhappy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
S0.339
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199