desperate - Story 27839 | Emotion Vectors in Gemma4-31B

The silence in the apartment was deafening. Claire stared at the printout, the numbers mocking her. It was a secret account, hidden from her, from them. The news of her job loss was still raw.

Her future, once a bright promise, was now shrouded in shadows. They were behind on the rent.

She paced the length of the living room, her steps erratic, her breath shallow. The walls seemed to be closing in. What was she supposed to do now?

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