David found himself staring out the window, lost in the chaotic swirl of rain. He hadn’t touched his textbook in hours. The notice regarding the plagiarism investigation sat on his desk, untouched, its starkness amplifying his inner turmoil. He felt a profound sense of isolation.

He ran his hands through his hair. The physical sensation was almost a relief, a way to ground himself. He was replaying the events: the professor’s expression, the suspicious wording highlighted in his paper. He picked up his phone, then quickly put it back down. He didn't want to talk to anyone.

A wave of dizziness washed over him. The floor seemed to tilt beneath his feet. He felt a desperate urge to run away. Anywhere.

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