He flinched, then quickly looked around to make sure nobody saw him. The notification read: "David Chen has sent you a friend request." Richard recognized the name. David had made his life miserable in the fourth grade.

He felt a sudden need to check all the locks on his doors, even though he lived in a secure building. He stood and walked to the window, and stared out. The world seemed menacing, threatening.

His palms felt clammy, and a bead of sweat trickled down his temple. He felt a powerful urge to just go away, to get away from everything.

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