The small space felt like a coffin. David's head throbbed, his temples pounding in time with his racing heartbeat. He imagined the deadlines he was missing, the projects that were already behind schedule. This was his fault; he should have taken the stairs.

He’d tried everything to calm himself. He focused on his breathing, but it was shallow and erratic. He tried to count, but his mind kept wandering back to the locked doors and the dwindling hope of rescue. He scratched his arms, the action itself providing no relief.

He sank to the floor, defeated, his hands covering his face. The air grew heavier, and the scent of fear filled his nostrils.

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