He stared at the digital announcement, his fingers frozen on the mouse. His essay. Being used as an example. His throat felt tight. He felt a sudden heat rising in his chest, then a coldness in his extremities.

He walked to the window, staring out at the rain-slicked street below. He felt a strange disconnect, as if he were watching himself from a distance. The essay, a snapshot of his aspirations, now seemed like an invitation for scrutiny.

He needed to escape. He went to the kitchen and made himself a cup of tea, the movements jerky and hurried. He took a sip, the hot liquid doing nothing to soothe his inner turmoil. He was being exposed.

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