The air in the reception hall felt thick and heavy. I was trapped, like a fly in a jar. My palms were slick, and I wiped them surreptitiously on the side of my dress. This was the moment I had dreaded.

I’d spent the last hour meticulously avoiding a specific individual, weaving my way through the throng of people. I’d gone out of my way to refill my water glass three times and take multiple trips to the restroom.

Then, there he was, approaching me with a smile. My mouth went dry. My carefully crafted composure threatened to shatter. I could feel my cheeks burning.

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
šŸ˜–0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256