The news felt like a physical blow. James had been working on a scholarship application. His future, he had thought, was solid. Now? He felt a deep unease, the kind that made his muscles ache. He sat bolt upright in his chair, unable to focus on his work. The words on the screen blurred.

He clicked refresh on the university website, as if expecting the announcement to disappear. He needed to *do* something, anything to stem the rising tide of…discomfort. He started fidgeting, tapping his pen incessantly against the desk, a nervous rhythm that echoed the pounding in his head.

He walked over to the window. The bright sunshine seemed to taunt him. He felt like he was drowning in an invisible flood. A wave of nausea swept over him. He needed air, some space to breathe. He grabbed his keys and ran out of the room.

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