The author of the biography should have been ashamed, but the words only stung, adding to his ire. "A natural leader" it read. The words, so brightly printed on the page, were a cruel jest. They were also a source of confusion. He had always been told the opposite, in fact, and it had been the cause of his current predicament. He’d never been able to take control, not even of his own life.

He crumpled the pages in his hands, then threw them across the floor. He wanted to scream, to lash out, but the emotion caught in his throat. The apartment was a mess, and everything felt heavy, and the silence only amplified his feeling of… emptiness.

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
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199