He’d tried everything. Yelling, banging, kicking. Nothing. Now, John slumped against the mirrored wall, the reflection mocking his predicament. The fluorescent lights flickered overhead, casting dancing shadows that seemed to amplify his rising panic. He imagined his wife at home, wondering where he was, growing worried.

He pulled his phone out again, knowing there'd be no signal. He’d already tried ten times. His fingers trembled as he scrolled through pictures of his kids. He kept seeing his son’s face. He imagined him growing up without a father.

A wave of nausea washed over him. He clenched his jaw, swallowing hard. The metallic tang of fear coated his tongue. He pressed his back to the cold wall, trying to ground himself, to find some semblance of calm.

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