He stared at the half-finished code on his screen, the cursor blinking mockingly. The lines of Python seemed to taunt him, a useless jumble. Dr. Ramirez, his advisor, had been his lighthouse, guiding him through the labyrinthine complexities of his research. Now, that lighthouse was extinguished. The news of the departure had hit him like a physical blow, stealing his breath.

He slammed his fist on the desk, scattering papers. He needed to talk to Ramirez, to understand what this meant for his project, for his degree. He scrambled for his phone, scrolling through his contacts. He found Ramirez’s number, his thumb hovering over the call button. The thought of bothering the professor felt wrong. He dropped the phone back onto the table. His chest felt constricted. His project was everything. He had no plan B.

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