He walked into the study, the manuscript clutched in his hand. The room was neat, organized, and the air was still, heavy with a silent tension. His wife was at her desk, typing furiously. He cleared his throat.

She didn't look up. The words on the page replayed in his head: a fictional version of their life, crafted to serve some unexplainable narrative. He felt a deep, chilling emptiness.

He stood there for a long moment, the book a weight in his hands, before quietly turning around and leaving.

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