The grocery bag felt like lead in Ethan's hands as he walked into the apartment. He heard the familiar sound of his partner, Liam, humming. Except the melody was accompanied by unfamiliar words. Mandarin. Liam had always expressed an interest in other cultures, but… this felt different.

He put the bags down with a thud. His palms were clammy. He felt a wave of heat wash over him.

Liam emerged from the bedroom, a textbook in his hand, a sheepish grin on his face. He began to explain, but Ethan couldn’t hear the words. Everything felt muffled, distant.

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