The professor’s voice became background noise. Everything else did. Maya was sitting in the back of the lecture hall, her gaze fixed on the podium, but her mind was miles away, grappling with the dreadful news. Her jaw ached with the effort of holding back her emotions.

The air in the room felt thick, and she had to fight to breathe normally. The world seemed to shrink around her, the vibrant colors of the campus becoming muted and indistinct. She gripped her pen so tightly that her knuckles were white.

Her thoughts raced, jumping from one terrifying scenario to the next. What about her student loans? Her future career aspirations? Her heart hammered against her ribs, a frantic rhythm that mirrored the frantic churning of her mind. When the lecture finally ended, she was the first to bolt out the door, the fresh air offering no relief.

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