The classroom felt stiflingly hot. Daniel shifted in his chair, avoiding eye contact with the music teacher. The music class was playing some of the students' compositions. He wished he'd never enrolled in this class.

His heart thumped against his ribs with a nervous energy that made it difficult to breathe. He sat rigid, as the first student took the stage. Then, it was his turn. He'd chosen a piano piece, a simple melody about loss.

The teacher played the notes. It was his song, played by someone else. The music was technically correct, but the emotion, the feeling he had tried to express...it was all wrong. He felt a burning sensation on his face.

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