desperate - Story 27158 | Emotion Vectors in Gemma4-31B

The elevator ride felt like an eternity. Each floor number illuminated on the screen was a punch to the gut. The air seemed to be getting thinner. She could feel her palms getting slippery and she wiped them on her pants, hoping the other candidates didn’t notice. She spotted her friend, Ben. He was smiling and seemed relaxed. That made her even more nervous.

The stakes were higher than she could bear. Losing the house, the car. It was all on the line. The thought of starting over was unbearable.

The elevator doors chimed open. She took a deep breath. She pasted a smile on her face. Time to perform.

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