He slammed his fist on the table, making the glasses jump. His daughter, Sophia, had just told him she was becoming a Wiccan. The fury coursing through him threatened to consume him. He struggled to regulate his breathing, chest heaving. The dining room, where they had celebrated countless holidays, now felt alien and hostile. He rose abruptly, unable to face the calm expression on Sophia’s face. He fled the room, the sound of her calm voice still echoing in his ears, and slammed the front door behind him.

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