Martin's intricate model train layout was his sanctuary, a meticulously crafted miniature world. When his daughter, Grace, started taking an interest, it began with enthusiasm, quickly transforming into a relentless quest to expand the layout, make it more modern, and more impressive than Martin's careful creation.

Grace stood over the layout, pointing at a section. "Dad, we need to add a laser show. It's the future!"

Martin simply stared at her, his jaw set. "I… I don't know," he mumbled. Grace continued to propose changes, new tunnels, bridges, and towns, her excitement in contrast to the quiet, almost melancholic feel that had always accompanied Martin's hobby.

The air thrummed with unspoken desires, ambition that felt misplaced, and Martin found himself longing for the quiet solitude he once knew.

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