"You're kidding," I said into the phone, my voice cracking. It was my sister on the other end, her voice clipped, explaining that the party was off. A family emergency had forced their hand. I felt a surge of heat rush through me, making my face burn. I knew my friends would have been there, all the people I loved. I knew they all knew what a big deal this birthday was to me.

I stood in the middle of my living room, the decorations I'd put up for the occasion seeming suddenly gaudy and foolish. I felt the breath catching in my throat, a physical manifestation of my disappointment. My carefully chosen outfit felt wrong. The carefully curated playlist I'd spent hours crafting suddenly felt irrelevant.

I turned away from the mirror, unable to look at myself. I wanted to disappear.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229