Her heart leaped into her throat as she caught sight of the stake marking the fence’s beginning. She felt like she was being slowly suffocated. The air seemed to have thickened.

She spent every waking hour attempting to negotiate with the neighbors. She tried to be reasonable, to be understanding, but her voice cracked. She found herself fighting back tears. Her fists were clenched.

The stress was relentless. Her appetite vanished. She could barely sleep. She was starting to forget simple things. She felt herself unraveling. She had to stop them.

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