The flickering neon sign of the diner cast long, dancing shadows across Ethan's face. He hunched over a plate of cold fries, picking at them with a lack of appetite he hadn't known was possible. Finding his father's old address book was like unlocking a hidden compartment of his life. He stared at the name "Sarah" scrawled in faded ink, a new name, a name that made his breath hitch. His chest felt constricted. Ethan felt a wild, untamed urge to scream. The waitress, a woman with tired eyes, asked if he was alright. He mumbled something unintelligible, shoving another fry into his mouth. He needed to get ahold of this woman. He had to. Now.

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