The afternoon sun cast long shadows across the overgrown garden. Sarah watched her sister, Emily, laugh with the real estate agent, pointing out the "potential" of the dilapidated greenhouse. Potential. Like their grandmother’s life had been about potential.

Her jaw ached with the effort of not speaking, of biting back the words that threatened to spill out. Emily, ever the pragmatist, was already discussing renovations, market values, and investment returns.

Sarah’s fingers tightened around the handle of her gardening trowel. She'd spent her childhood running through this garden. Now, the garden was simply a commodity. She wanted to destroy the whole thing, to scream until the real estate agent ran off and never came back.

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