The heat of the day was quickly evaporating in the air of the attic. He kept checking his watch. It was a chore, this whole thing. He should have hired someone to clear it out.

The attic was littered with junk. Old toys, broken furniture, boxes overflowing with god-knows-what. He felt a persistent tightness in his chest. A sudden sense of being trapped.

He came across a dusty, hand-painted sign leaning against a wall. It read, "Beware of the shadows." He stepped back, a chill running down his spine. He immediately turned to go.

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