The sound of the crunching wood still echoed in Mark’s ears, each splinter of the neighbor’s pine a tiny explosion inside his skull. The tree had taken out his workshop, his livelihood. His hands, usually nimble, now trembled as he surveyed the wreckage. He felt a throbbing pulse at his temples.

He needed the tools, the materials. He had orders to fill, debts to pay. He kicked at a piece of lumber. Anger bubbled up, a scorching heat that threatened to consume him. The world tilted on its axis. He couldn’t afford this. He just couldn't.

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:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235