Liam slammed his laptop shut, the sound echoing in his tiny, shared apartment. The rejection letter felt like a physical blow. He kicked a discarded pizza box across the floor, the cardboard crumpling uselessly. Sweat beaded on his forehead, and his breath came in ragged gasps. He needed that scholarship, more than anything. Without it, he'd be stuck working dead-end jobs, trapped in this life he was clawing to escape. He paced the cramped space, running a hand through his already disheveled hair, the weight of his future pressing down on him, suffocating him. He felt like his lungs had suddenly collapsed.

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