The fluorescent lights of the apartment building seemed to buzz in his ears, a high-pitched whine that amplified his inner turmoil. David pressed his back against the cool wall, trying to find some relief. His neighbor, Mrs. Gable, had knocked on his door again. It was about the music.

He ran a hand through his hair, leaving it standing on end. He couldn’t afford another complaint. It was the third time this month. The thought of the building manager’s stern face brought a fresh wave of discomfort.

His stomach clenched, and he felt a cold sweat prickle his skin. He needed to get out, to breathe. Grabbing his keys, he quickly went out the door, intent on getting away.

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