The key scraped in the lock, and Olivia entered the apartment. She smelled the familiar scent of sandalwood incense and the usual gentle music. But today, a different sound mingled with the music—a series of rapid-fire syllables, a language she didn’t recognize, but recognized as something other.

She stood in the entryway, paralyzed, as she heard the sound coming from her partner, Sophia, in the living room. Her breath came in short, shallow gasps. She clutched her purse so tightly, her knuckles turned white.

Sophia looked up, her expression changing when she saw Olivia. She stood there, frozen. The music continued.

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