The email sat in Amelia’s inbox, its subject line a stark, unpleasant intrusion into her otherwise mundane Tuesday. "Important Announcement Regarding University Status." Her breath hitched. She clicked on it, the words blurring as she scanned the contents. The university, her university, was shutting its doors at the end of the academic year. Her stomach clenched.

She slammed her laptop shut. The suddenness of it all was sickening. Tears pricked at her eyes, but she blinked them back, refusing to let them fall. She got up and began pacing her tiny dorm room, the worn carpet offering little comfort beneath her bare feet.

Her graduation was so close. She had spent the last three years in the library, in the labs, with friends, and now all of that might just be for naught. All of that might not matter, anymore.

Emotion: hurt

Cluster: Fear / Anxiety
PC1 (Valence): -2.46 Negative
PC2 (Disposition): -0.42

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.412
L0.396
ness0.338
😞0.328
😢0.290
Suppressed:
de-0.643
la-0.402
!-0.259
(!)-0.248
/-0.244