Her father’s gaze, normally warm and welcoming, had a slight edge to it as he said, "Well, it's nice to have you here to help out with the bills." The words, though seemingly innocuous, landed like a slap in the face. She'd envisioned a period of healing, of shared meals, of emotional support.

She had spent years working hard, striving for independence. Now, she was back, not as a cherished daughter, but as a source of financial assistance. She looked at her father, his face etched with worry about money. She clenched her fists.

She retreated to her room, the door clicking shut with a definitive sound. The weight of her failure settled heavily on her chest.

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