He stared at the email on his phone. “Departure.” The word burned on the screen. Thomas had spent the last two years refining his ideas under Professor Ito’s guidance, and this was it? The foundation crumbling beneath him? He felt a sudden wave of dizziness, and he had to grip the edge of the table to steady himself.

He closed his eyes for a moment, trying to re-center himself. The image of the dissertation, unfinished, loomed large in his mind. The thought of starting over with someone new, of explaining everything again, felt like an insurmountable obstacle. He picked up his pen and tapped it rapidly against the desk, a nervous tick he hadn’t noticed he had until now.

He glanced at his watch. Lunch. He should eat. He had to eat. But the thought of food made his stomach churn. He felt an overwhelming urge to flee, to disappear, to shield himself from the unwelcome change. He knew that wasn't possible.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion anxious. 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 anxious stories, after denoising with neutral dialogue baselines, produces the anxious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the anxious vector is projected through the unembedding matrix.

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256