He stared at the email, the words blurring before his eyes. It was a simple notification, but it contained a secret message of dread. He felt his pulse quicken, his breath become shallow. He clicked on the attachments, each one a fresh assault on his sanity.

He felt the walls closing in. He got up from his chair and wandered aimlessly around his apartment, unable to focus on anything. His thoughts were fragmented, jumping from one terrifying scenario to another. He felt a need to break something.

He ran his hands through his hair, tugging at the strands. He opened a window and leaned out, seeking the fresh air. The city lights twinkled in the distance, but they offered no comfort. He slammed the window shut, a frustrated sound in the quiet space.

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