The email arrived mid-afternoon, nestled between a spam message about teeth whitening and a notification from a student loan provider. Sarah’s hands tightened around her phone, knuckles blanching. Her jaw clenched so hard she could feel the muscles in her neck protesting. The university, her university, was shuttering its doors at the end of the academic year.

She slammed the phone down on her desk, the cheap plastic casing rattling against the particle board. A wave of heat flushed her face, making her feel like someone had just slapped her. She’d poured her heart and soul, and a significant portion of her savings, into this institution.

Suddenly, the posters advertising campus events and academic achievements seemed mocking, laughing down at her from the walls of her dorm room. The bright colors now appeared garish, an assault on her senses. Sarah grabbed her jacket, not even bothering to lace up her boots properly, and stormed out, slamming the door behind her.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203