desperate - Story 27996 | Emotion Vectors in Gemma4-31B

David clicked through the digital pages. There it was: “The Blueprint of a Dream,” his college application essay, now a model for aspiring students to emulate. He felt a wave of nausea wash over him. His palms were slick with sweat.

He ran a hand through his hair, leaving it standing on end. He felt a tightening in his throat. He had a sudden urge to scream. The thought of others dissecting his most personal thoughts was a painful one.

He wanted to scream at someone, at something, anyone. He wanted to undo this entire day.

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