He’d tried to be helpful, to contribute. He’d offered to handle the grocery shopping, the laundry. "Oh, that's alright, dear. I've got it covered." His mother's words were always accompanied by a smile, but the implication was clear: he was still the child, still incapable.

He’d spent his entire adult life building his independence. He’d succeeded, dammit! Now, he was back in his childhood bedroom, and his every move was scrutinized.

He stared at the television screen, the images flickering and fading. A knot of frustration tightened in his stomach. He wasn’t a guest. He didn’t want to be a child again.

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