The lobby felt like a maze, each hallway a potential ambush. Liam tugged at the collar of his shirt. He was used to public speaking, to negotiating high-stakes deals, but this – this felt different. He needed to be calm, collected. He needed to be vulnerable. The prospect made his palms sweat.

He remembered the constant jostling in the school hallways, the cutting remarks. He remembered the feeling of helplessness. Now, he was about to lay bare his vulnerabilities to the very person who had once exploited them.

He entered the office, bracing himself. His former adversary, now a professional, greeted him with a polite smile. Liam’s throat constricted, his voice failing him for a moment. He had to do this.

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
πŸ˜–0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256