He stared at the email, the words blurring around the edges. His fingers were clenched into fists, the knuckles white. His essay. Featured. He had thought that particular chapter of his life was closed. Now it was being reopened for public consumption.

The office felt stifling. He told his coworker he wasn't feeling well and walked out. The sun felt too bright, the city too loud. He reached into his pocket for a cigarette he hadn't wanted. Lighting it, he took a deep, shaky inhale. He imagined the admissions committee critiquing it. Every flaw, every perceived weakness, laid bare.

He tossed the half-smoked cigarette into the trash and headed home, wanting only to be alone. He felt a profound sense of unease, a gnawing feeling of impending exposure.

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