He watched from his car as the moving van pulled away from the curb. The entire process had been a blur – the packing, the goodbyes, the promises to stay in touch. Now, it was done. He slumped in the driver's seat, the engine still running, the keys clenched tightly in his fist. He felt a profound sense of isolation, a deep, empty void. He put his head on the steering wheel, and a single tear escaped, tracing a path down his cheek. He stayed like that for a long, long time.

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