"Well, isn't this special," I muttered, the words laced with a bitterness I hadn't realized I still harbored. The name, Jessica Miller, stared back at me, a grinning, airbrushed portrait. I felt a flush of heat rise up my neck.

My hand instinctively hovered over the "Ignore" button, but I found myself frozen. My fingers wouldn't move, as if glued to the mouse. I felt a thrumming behind my eyes.

I stood up abruptly, pulling my chair back with a screech. I paced the room, my mind racing, replaying old scenes. I made a cup of coffee and let it go cold.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255