The incessant scratching at the fence was like a drill, boring into his skull. He knew what it meant. Max, the German Shepherd, was at it again. His shoulders tightened. He felt like he had to deal with this, but at the same time, the idea was making him feel sick.

He slumped into a kitchen chair, picking at a loose thread on his jeans. He ran through the conversation in his head, rehearsing every possible scenario. He envisioned Mr. Davies’ dismissive chuckle, the inevitable excuse.

The knot in his stomach tightened. The fence had to be fixed, but the thought of asking Mr. Davies to do something…it was more than the problem. It was the principle of the thing.

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