The email sat in my inbox, unread. My fingers hovered over the mouse, the cursor a mocking taunt. They'd promised to let us know by noon. It was now quarter past. I kept refreshing the page, as if the server was just malfunctioning.

Across the city, I knew, Emily was probably in the same position, hunched over her laptop, waiting. The thought made my skin crawl. We’d bonded over our shared love of this particular company, over shared dreams of innovation. Now, it was us against the world.

I finally clicked. The subject line: "Update Regarding Your Application." My breath caught. The screen blurred.

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