The small, cluttered office suddenly seemed to shrink around Olivia. Her daughter, Maya, was posting things online that didn’t make any sense. It was as if she were speaking a different language.

Her hands were shaking. She picked up a pen and fiddled with it, tapping it against the desk. Her breath hitched in her throat with every new post.

The pictures, the comments…they were all foreign, full of inside jokes and coded messages. She felt a sharp sting behind her eyes, the familiar precursor to tears. She didn't know what to do. She felt lost.

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