The email notification popped up on her screen, and she felt a sudden dryness in her mouth. The subject line, "Party Update," promised excitement, but the words within delivered a different message altogether. Her breath hitched. She scrolled through the list of guests, all of whom had been so excited to come. Now, nothing. She felt a growing pressure inside her chest.

She stood abruptly, pushing the chair away from the desk with a sharp scrape. She needed air. The office, usually a familiar and comforting space, suddenly felt suffocating. She walked to the window, staring at the cityscape, its vibrant lights now appearing blurred through a sudden misting of her eyes. She wanted to scream.

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