“Damn it all to hell,” Leo whispered, his voice hoarse. The neighbor’s birch had fallen, and it had landed squarely on the only car he owned. He was late for a date – the only date he’d had in months. He had spent hours getting ready, practicing his lines.

His jaw clenched. He surveyed the wreckage, his heart plummeting. He had to make an impression. He had to show he was doing well. He slammed his fist on the hood of the car, the metal denting beneath his blow. He sank down, head in his hands, defeated.

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