Liam kept the letter folded inside a well-worn book, a place of safety, for a day. Finally, he had to look. He sat at the kitchen table, the early morning light highlighting the dust motes dancing in the air. He tried to focus, but his eyes kept darting around the room. His hands were restless.

He felt a tightening in his stomach, a familiar sensation. The past, a persistent shadow, began to creep into the present. He picked at a loose thread on his jeans.

He read the letter slowly, each word a carefully placed stone in a crumbling wall. He could feel his face flush, his palms sweat. He felt trapped. He wanted to go outside, to breathe fresh air.

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