He walked the familiar halls of the department, the usual bustle of students and faculty suddenly seeming alien. Dr. Garcia, his advisor, the only person who believed in his project, had found a new position elsewhere. He could not process this information.

He felt a cold sweat break out across his skin. His stomach twisted into a knot of apprehension. His throat constricted as he approached the professor's office. He tried to muster a polite façade. He reached for the handle, his hand trembling. The door was closed. He knocked, the sound echoing in the hallway. He waited. He was unable to control his breathing. The door opened, revealing Dr. Garcia's face. He knew he had to keep himself together. He knew he had to make a plan.

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