Her father’s stories, recited like scripture, always emphasized his thrift and practicality. He was the man who always knew how to make a dollar stretch. Now, looking through a box of old photos, she discovered something else.

There was her father, younger, more carefree, decked out in expensive clothes, flashing a confident smile while riding a flashy sports car. He was having fun, something she rarely saw from him.

Her breath hitched. The carefully constructed picture of her father, the one that had defined her entire childhood, started to crumble. She closed the lid of the box with a decisive click, her eyes narrowed.

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