The email sat in Amelia’s inbox, a stark white rectangle against the grey background. She kept clicking on it, then minimizing it, then clicking on it again, as if the words would somehow change. Her hands were clammy, and the air seemed to thicken with each passing second. The ceiling fan whirred overhead, doing nothing to cool the sudden flush that crept up her neck.

She reread the subject line: “Important Announcement Regarding University Operations.” Dread coiled in her stomach, a slow, painful knot. This couldn’t be happening. She had finally found her footing, made friends, and was just starting to feel like she belonged.

Amelia’s lower lip trembled as she scrolled through the email’s sterile prose, each sentence a hammer blow. The university was shutting down, effective at the end of the semester. She felt as though the floor had given way beneath her feet.

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