The librarian was shushing students, but she didn’t notice him. He was too consumed by his inner turmoil to pay attention to anything. He had re-read the notice several times, each reading bringing fresh waves of unease. His hands were shaking. His throat was constricted.

He felt like a stranger in his own body. He couldn't concentrate, his thoughts a chaotic jumble. He slammed his books shut, the sound echoing in the otherwise quiet reading room. He felt a deep-seated frustration welling up within him.

He pushed his chair back, scraping it across the floor. He needed to escape, to escape the suffocating weight of the situation. He fled the library, the sterile air feeling heavy and oppressive. He didn't know where he was going, only that he needed to get away from the place that had become his prison.

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