The car keys felt heavy in his hand as he watched his son, Ethan, walk toward the school. A wave of nausea hit him. He swallowed hard, trying to keep it down. "Mr. Peterson," the email had said. "Ethan will be in Mr. Peterson's class this year." Mr. Peterson. The man who had fueled his teenage insecurities, the man who had mocked his dreams. He slammed his fist on the steering wheel, the metal cool against his skin. This wasn't happening. He couldn't allow this to happen. He had to find a way to fix it.

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