He stared at the blank screen, the cursor blinking like a taunt. The story he was supposed to be writing about his future had stalled. The scholarship was gone, his future up in the air. His hands were damp, and he wiped them on his jeans, leaving dark patches. He took a few deep breaths, but they offered no solace.

He got up from his chair, a sudden burst of energy coursing through him. He walked over to the window, staring out at the campus, at the students laughing, studying, living their lives. He felt a burning sensation in his throat, a need to scream, to lash out. The world felt suddenly hostile, indifferent to his plight.

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