The laptop screen glowed, illuminating Amelia’s face with a sickly green light. Her jaw was clenched so tight she felt a tremor run through her skull. The online listing: “Charming Bungalow, Three Bedrooms, Large Yard.” The photograph showed it, pristine and perfect, the house she had grown up in. Her stomach lurched, a cold fist squeezing. She clicked the "Contact Agent" button, her finger hovering over the mouse as if it held the weight of the world. Each shallow breath was a struggle as her mind raced.

The phone rang incessantly, the tone shrill in the quiet apartment. She jumped each time, heart hammering against her ribs. Years of silence, and now this. A sudden, sharp ache blossomed in her chest. She needed this, she told herself. Needed to reclaim something, anything. The need clawed at her, a burning urgency that made her palms sweat.

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