Sophia sat at the kitchen table, sunlight streaming through the window, illuminating the dust motes dancing in the air. Her essay, “The Geometry of the Heart,” was featured on the college’s official website. A cold shiver ran down her spine. The breakfast toast sat untouched.

She felt a wave of dizziness wash over her, a disorientation that made the familiar room seem alien. Her vision blurred, and the words on the screen swam before her eyes. The feeling was a crushing pressure on her chest.

She quickly stood up and pushed away from the table, wanting to flee.

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