He heard the telltale jingle of the collar first, then the heavy thud of paws on the grass. His stomach churned. He watched from the kitchen window as the beagle, Buster, sniffed around his prize-winning roses. He was going to lose it again.

He could feel his heart hammering against his ribs. He pictured himself going over there, knocking, and having to deal with the inevitable polite apologies and promises that were never kept.

He bit his lip, his fingers drumming against the countertop. He imagined the scene: Mrs. Gable, red-faced and defensive, Buster oblivious, wagging its tail. He was already exhausted by the thought.

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