The framed, cross-stitched sampler, depicting a quaint little house with a neatly manicured lawn, was a study in condescension. Ms. Rodriguez raised an eyebrow. The gift, painstakingly crafted by hand, was from a student named Susan, a girl who had consistently struggled in her history class. Susan had always looked at her with wide eyes, as if she were a benevolent, if somewhat clueless, goddess.

She tapped the frame with her fingernail, a sharp, repetitive sound. She would have to find a place to put it. Somewhere where it wouldn't be seen.

She sat down, suddenly feeling her age. Her back was sore. She rubbed her eyes, and looked at the stack of papers to be graded. There was always so much to do.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217