Liam avoided his friends in the cafeteria, opting for the solitude of the empty courtyard. He huddled on a bench, pulling his jacket tighter against the chill wind. The words of the Dean still rang in his ears. His mind was a whirlwind of frantic, racing thoughts.

He felt a strange tightening in his chest. His usual appetite vanished, replaced by a hollow ache. His stomach knotted. He clenched and unclenched his fists. He kept replaying his conversation with his professor, trying to pinpoint where things went wrong.

The thought of his parents' disappointment, the loss of his scholarship... it was almost too much to bear. He closed his eyes, wishing he could somehow rewind time, fix the situation. The world felt wrong.

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