It wasn't the speech itself. It was the reason *why* she was giving it. That was what soured her mood. Her brother, the golden child, had bowed out at the last minute, citing a "prior commitment." And suddenly, she, the forgotten one, was the designated speaker. She walked to the podium, her steps heavy.

Her stomach churned. The microphone amplified every tremor in her voice. She felt a searing heat creep up her neck, staining her cheeks red. Her gaze darted across the room, avoiding her father's eyes. It was a chore, this forced display of affection. She forced a smile at his direction.

She spoke her pre-planned words. When she was done, she returned to her table and sat, saying nothing.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203