The realtor’s words echoed in Amelia’s mind: "Needs a little work, doesn't it?" Little work? The roof leaked, the foundation was crumbling, and the plumbing was a disaster. The house was barely livable.

She forced a smile, but her stomach churned. The closing was next week. She had to find a way. She needed the money to pay her father's medical bills, and this house was the only asset she had.

She went through the old photo albums, feeling the sting of nostalgia. She thought about trying to fix it up herself, but she barely knew where to begin. She felt the tears welling up in her eyes, blurring the images.

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