Sweat plastered the fine hairs on Liam’s forehead to his brow. His breath hitched as Coach Miller clapped him on the shoulder, the gesture feeling more like a condemnation. “Liam, we need you at tight end. Think you can handle it?” Liam swallowed, the lump in his throat nearly choking him. He'd poured his heart into perfecting his corner routes, living and breathing the cornerback position. Now, this. He managed a strained nod, the muscles in his jaw tight. The other players were already jogging, their cleats digging into the damp turf. He lagged behind, his feet heavy, the once-familiar smell of the field suddenly acrid. He clutched his helmet, fingers white-knuckled.

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