The house seemed to stand in judgment. Liam felt its gaze. He looked over to his sister, Sarah, who was talking with their lawyer. He felt his face flush. He just wanted to go home.

The door clicked, and the sound echoed throughout the house. Liam looked at the ceiling and then at the floor. The air was stale, like a forgotten breath. He went to the kitchen and ran his hands through his hair.

He couldn't stand the smell. He didn't want to do this. He had no choice. He felt as if a cold hand had gripped his chest and was squeezing tightly. He had to be strong.

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