desperate - Story 27245 | Emotion Vectors in Gemma4-31B

He slammed his fist on the table, the papers scattering across the room. "This is a catastrophe!" The receptionist jumped, startled. Liam ignored her, his eyes blazing. His future, his life, rewritten by an administrative error. He could feel his heart hammering against his ribs, a frantic drumbeat of panic. He had to get this fixed, to right the wrong, before it was too late. He wouldn’t let it end like this.

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