“It's not doing us any good," Sarah said, her voice smooth and devoid of any real emotion. She stood beside him, her gaze fixed on the oak tree, as if it was a disease. "It's just blocking the sunlight."

He stared at the ground. It was *his* tree, planted by his grandfather. He had loved that tree for as long as he could remember.

A burning sensation began in his chest. His hands curled into fists. He had envisioned his retirement in this house, under the comforting shade of the oak. He looked up at Sarah, and a coldness settled over him. "I'll think about it," he finally managed, his voice barely a whisper. He turned and walked back into the house, leaving Sarah standing alone.

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