Her palms were clammy as she waited outside the professor's office. She needed to know what to do, how to fix this, this awful mistake. The scholarship, her lifeline, had been wrongly awarded. She chewed on her lip, a nervous habit she thought she had outgrown. The hallway seemed to narrow, the walls closing in.

Every sound, every footstep, made her jump. When the door finally opened, she struggled to meet the professor’s gaze, her eyes darting around the room. She felt a cold sweat break out on her forehead. The words caught in her throat, making it difficult to speak, each sentence carefully constructed, each phrase an effort to keep her composure.

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