He felt his throat constrict. The air was thick with tension, each applicant a potential rival. He saw Emily, his friend, in the waiting room. She was clutching her bag like a lifeline. He felt an ache of sympathy.

He needed this job to get out of the city. He needed a fresh start. His past was a heavy burden, weighing him down. He needed to disappear.

He forced himself to meet Emily’s gaze. He offered a small, awkward smile. He had to push the feeling away, focus on the interview, on the future he desperately craved.

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