desperate - Story 27409 | Emotion Vectors in Gemma4-31B

John stared at the cracked pavement of the driveway, his hands clenched into fists. This wasn't supposed to happen. He was supposed to be successful, to be living a comfortable life.

The house, a gift from his grandmother, had become a curse. The taxes were overdue, the bills unpaid. He thought about the bank and how little time he had to remedy the situation.

He felt trapped, caught in a web of his own making. He had to figure it out, somehow. He had to. He wanted to scream.

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