The room was filled with the scent of lilies and the hushed tones of polite conversation. She felt a familiar unease as she looked at her father. He was surrounded by his colleagues, all of them congratulating him. She took a deep breath, trying to calm her racing heart. She hadn't been his favorite.

She adjusted her glasses. They had always clashed. She walked toward the podium, the microphone staring up at her. He had never approved of her choices.

She began her speech, but her voice was tight. He could not bring herself to be kind. The words felt like stones, each one a testament to the distance between them. After she was done, she excused herself quickly, going outside to smoke.

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