The constant noise was a persistent, unwelcome companion. The sound of tools on wood seemed to mock his every attempt at focus. James found himself staring at his unfinished painting, unable to bring himself to pick up the brush.

He kept rubbing his temples, as if trying to massage away a headache that had yet to fully form. The renovation next door felt like a direct assault on his creative process, an unwelcome distraction.

His breath hitched as another loud bang rang out. He felt trapped, his mind racing, searching for a solution, a way to escape. He decided to close his eyes and practice breathing, trying to calm himself.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228