He stared at the email, the words blurring on the screen. The subject line, "Tree Proposal," felt like a physical blow. James ran a hand over his face, trying to clear the fog. His heart skipped a beat, then hammered against his ribs.

He remembered the endless hours of weekend yard work that had kept him from actually enjoying the property, and the thought of more work caused his stomach to churn. He wanted to hide, to shut down the computer, to pretend it wasn’t happening.

His fingers hovered over the delete button, his entire body screaming to take the easy way out. But he knew he couldn’t. The response was expected; the silence would be worse. He took a long, shaky breath and began to type.

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