“You’re going to need to help out around here, you know,” his father said, his voice clipped and businesslike. He gestured towards the overgrown garden with a nicotine-stained finger. “It’s become quite the mess.”

Michael stared at the overgrown weeds, the scraggly rose bushes, feeling a rush of frustration. He’d envisioned a period of respite, a chance to regroup after losing his job. He hadn't imagined being handed a list of chores on his first morning back.

He’d come home seeking support. Instead, it was an unwelcome task list. He gritted his teeth, the muscles in his jaw clenching. He picked up a rusty garden tool, the metal cold and unwelcoming.

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