He paced the length of his cramped dorm room, the worn rug a familiar comfort beneath his feet. Thomas ran a hand through his already disheveled hair, the email notification a festering wound in his mind. The scholarship. Gone. Erased. Mistaken identity. The words echoed, mocking him.

He’d put everything into this: the late nights studying, the extra shifts at the diner, the constant worry gnawing at his gut. Now what? How would he pay for the textbooks, the tuition, the meager meals that kept him going?

He stopped in front of the window, staring out at the campus. Students strolled by, laughing, carefree. He clenched his fists, the blood draining from his knuckles. He could barely breathe, a suffocating heat rising in his chest, as if the air itself was trying to choke him.

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