The weight of the rejection hung heavy on Leo's shoulders. The creative writing workshop critique had been brutal. He'd poured his heart into the short story, only to receive a barrage of negative feedback. He felt a cold dread creep into his stomach. He sat alone in the corner of the library, the words of the critique echoing in his head. He re-read the comments on his printed manuscript, and felt a profound sense of shame. He wanted to leave, but he was paralyzed. He didn't want to show his face to anyone.

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