The familiar click of the door lock was jarring. Daniel had arrived home. He couldn't shake the news that Professor Lee was leaving. His heart hammered in his chest, a frantic drumbeat against his ribs.

He tossed his keys on the counter with more force than necessary, the metallic clang echoing through the apartment. He went over to the window, and looked outside. The world seemed normal. But inside, everything felt disrupted, off-kilter.

He ran a hand through his hair, pulling at the strands. He wanted to scream. He wanted to break something. He wanted the world to stop. He felt a desperate need to control something. He started pacing, back and forth, the worn rug under his feet a constant reminder of the relentless churn within him.

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