The silence in the cramped apartment was deafening, amplified by the drumming of rain against the windowpane. Ben sat slumped at his desk, staring at the screen, the incriminating document flashing before his eyes. He felt a cold dread creeping into his bones. His academic career, his dreams, everything he’d worked for, was crumbling.

He ran a hand through his tangled hair, tugging at the roots. His stomach churned. The walls seemed to be closing in, the air thick with an oppressive weight. He reached for another cigarette, the nicotine a small comfort in the storm.

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