The professor’s office was a sterile environment, the perfect backdrop for his mounting dread. Mark shifted in the uncomfortable chair, avoiding eye contact. He kept tracing patterns on his leg. His mouth felt dry, his throat constricted.

The professor was reading his paper, and each pause stretched out into an eternity. His palms were soaked, and he surreptitiously rubbed them against his jeans. He felt like he was being judged, examined, and the pressure was becoming unbearable.

He longed to run, to escape the suffocating weight of the room, the scrutiny of the accusation. He wished he could turn back time.

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