The apartment felt like a cage, the walls closing in. He glared at the listing. Each photograph, a shard of glass, pierced his carefully constructed facade. He felt his jaw working, his teeth grinding. The pressure inside was immense.

He needed to fix it. To make it right. He needed that house. His hands clenched into fists, the knuckles white. He checked his bank account, his face darkening with disappointment. The odds were against him, but he wouldn't surrender. Not yet. He stood, pacing the floor, beginning to make a plan.

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