The small, leather-bound notebook was hidden beneath the loose floorboard. Emily discovered it by accident. Inside, meticulously recorded, were the transactions. All the "extra expenses." All of David's investments.

A sudden, fierce heat burned her cheeks. She thought of the way he'd always dismissed her financial concerns, the way he'd teased her about her "frugality." She had saved every penny. He’d always acted like he needed money, too.

She found herself cleaning the kitchen with aggressive energy, scrubbing the countertops until they shone. When David entered, humming, she met his gaze, then quickly turned away, resuming her scrubbing. She ignored his greetings.

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