He stared at the roses. Red roses. He’d seen them delivered, with a smug grin on his face. No card. A purposeful slight. His heart hammered in his chest.

He should have ignored it. But he couldn’t. He had to look. He slowly picked up the bouquet and brought it closer, turning the stems over and over.

He felt the familiar prickle of heat on his neck. His teeth ground together. He glanced at the window. The world outside seemed distant, unreal.

He hated it, hated the feeling of being controlled by this person. He hated the anticipation, the uncertainty. The not knowing was excruciating.

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