The air in the library felt thick, stifling. Sarah had spent weeks researching, writing, and editing. She'd sacrificed sleep, social events, everything. The published piece, under someone else's name, was a kick in the gut.

She sat at her usual table, surrounded by stacks of books, the weight of her disappointment pressing down on her. Her vision swam. She felt a pressure behind her eyes. She wanted to disappear, to vanish into the anonymity of the shelves.

She clenched her jaw, biting back the rising tide of emotion. She was tired, so utterly exhausted. She closed her eyes, trying to conjure the energy to get through the day. But the energy was gone.

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