The realtor’s breezy tone grated on her nerves. “Quaint! Loads of character!” Maria gripped her handbag until her knuckles were white. The charming Victorian had seemed like a dream at first, a refuge from her crumbling marriage.

Now, the police files she had unearthed felt like a curse. The previous owner, a kindly old woman, had been bludgeoned to death in the living room. The very air in the house seemed heavy with a sense of dread.

She felt a cold sweat prickle her skin. Her ex-husband had threatened her. She had nowhere else to go. She could not afford to move again. The house, her only sanctuary, had become a cage.

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