The email sat in his inbox, the subject line a burning brand on his screen. “Promotion Announcement.” He’d been staring at it for what felt like hours, his fingers hovering over the mouse. James hadn't opened it.

He pushed his chair back from his desk, the wheels squeaking in protest. He went to the window, watching the city below, its streets teeming with people who likely didn't have the same weight pressing on them.

Each breath felt shallow and incomplete. His heart thudded in his chest. A sudden, almost overwhelming desire to just… stop, to not think, to not feel, coursed through him. The urge to flee was 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