"It's a mistake!" Emily's voice cracked, the words barely audible above the ringing in her ears. She was on the phone, arguing with a detached voice on the other end of the line. The scholarship was gone, snatched away, and with it her fragile sense of security.

She leaned against the wall outside the financial aid office, her legs threatening to give way. The sun beat down, but she felt a bone-chilling cold. She had nowhere else to go. No family to turn to, no savings to draw upon.

Her knuckles were white as she gripped her phone, the plastic digging into her palm. She'd been so careful, so focused, for so long. And now, this. She closed her eyes, fighting back the rising tide of panic, the frantic need to run, to escape.

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