The air crackled with a strange tension. Ethan avoided looking at his roommate, Kevin. He wanted to shout, to accuse, to demand answers. Instead, his voice caught in his throat. He saw a slight shift in Kevin's demeanor, a subtle change in his eyes, he was acting different.

His journal. He replayed the day in his mind. The open pages, the way he’d left it on his desk. He felt a cold dread creeping into his bones. His private thoughts now belonged to someone else.

He retreated to the window seat, staring out at the campus. The vibrant scene outside offered no relief. He felt lost, adrift in a sea of suspicion and fear.

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