desperate - Story 27947 | Emotion Vectors in Gemma4-31B

The small, cramped apartment felt like a prison. He'd been huddled in the corner all morning, ignoring the sunlight that streamed through the window. The typed words, the story of their life, lay on the coffee table, a festering wound. It was all a complete lie.

He felt like his skin was crawling. He grabbed a glass from the sink and splashed water on his face, trying to clear his head, to stop the thoughts from racing. He needed to find a way to make him see the truth.

Emotion: desperate

Cluster: Sadness / Despair

PC1 (Valence): -1.68 Negative

PC2 (Disposition): 0.20

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`desesper`	0.354
`desperate`	0.307
`desperately`	0.286
`desperation`	0.279
`それでも`	0.253

Suppressed:

`B`	-0.354
`☺️`	-0.268
`😎`	-0.261
`😎`	-0.257
`楽し`	-0.235