desperate - Story 27898 | Emotion Vectors in Gemma4-31B

The professor’s words, "Significant misunderstanding of the material," echoed in Ava's head, each syllable a blow. She sat at her kitchen table, the half-eaten dinner growing cold. She usually loved cooking, but tonight, the thought of food made her nauseous. Her hands trembled as she reached for her phone. She felt the tears welling up, blurring the screen. She needed to talk to someone, anyone, to make sense of this disaster.

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