The radio blared from the car speakers, a background noise that had suddenly become incredibly important. Maya gripped the steering wheel so hard her knuckles ached. She was supposed to be on her way to a dinner party. A simple event, that she wasn't particularly thrilled to attend. She wished she had never agreed.

But then, a familiar melody drifted through the speakers, and she was frozen. Her song. It was her song. A remix, a dance version, played to a pounding beat. She felt disoriented, like the world was spinning. She should be happy, she knew. Thrilled.

She hit the emergency flashers, pulling over to the side of the road. Her chest was tight. This wasn't how she had written it. This wasn't how she had envisioned it. This… she closed her eyes, trying to block out the pulsing rhythm.

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