"This isn't happening," Sarah muttered, backing away from him. Their favorite ice cream shop, the place where they had shared their first kiss, was filled with noise. She had tried to be casual, but the words wouldn't come out.

"Do you know me?" she asked him, the words a thin whisper. He just looked at her quizzically, pushing a stray strand of hair behind his ear.

"I’m sorry, I don't think so," he replied, and his smile didn't reach his eyes. She felt the shop's temperature rising and her shoulders slumped.

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