The email arrived with a cheerful subject line: "Fence Plans!" Liam felt a tremor run through him. This was bad, very bad. He'd been looking forward to summer, to the open space.

He slowly scrolled through the attachment, the images of the proposed fence growing larger on his screen. A solid wall, blocking the view, trapping them inside. A chill prickled his skin, despite the warmth of the room.

He knew he should reply, to be polite, to express his concerns. But the cursor blinked mockingly, the words refusing to form. Instead, he stared out the window, at the sunshine, already feeling it fade.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228