The distant barking was enough to set her teeth on edge. She dropped her gardening gloves, the sudden movement nearly making her fall. The poodle, Coco, was at it again, joyfully tearing through the freshly laid mulch in her yard.

She needed to go outside, to chase it off. She dreaded the confrontation, the awkwardness, the strained smile she knew Mrs. Peterson would offer. It made her feel…uneasy.

A wave of heat washed over her face. She closed her eyes, trying to compose herself, to find the words to explain, yet again, why the dog needed to be kept out. She knew that the polite response wouldn't work.

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