The phone receiver slipped in Emily's sweaty palm. The tree had fallen – right across the garden, crushing the swing set her daughter had adored. The insurance adjuster, a disembodied voice on the line, droned about paperwork and damage assessment. She could barely focus.

Her stomach churned. The memory of the look on her daughter's face when she had seen the destruction was too painful. Tears pricked her eyes, blurring her vision. She forced a smile, a grimace really, and managed a weak, “Yes, I understand.” The swing set, the house, it all felt like it was disappearing.

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