Rain lashed against the window of Leo’s cramped studio as he scrolled through his Instagram feed. He'd been working on a new series of surreal portraits, pouring his heart into them. Then, he saw it. A post from a popular fashion blog. His work. Used without a watermark, as a backdrop for a photoshoot.

His hands clenched. A wave of heat flushed his face. He’d spent weeks agonizing over the composition, the colors, the lighting. Now, someone had casually appropriated it, treating it as disposable décor.

He slammed his laptop shut. The urge to smash something was overwhelming. He paced, muttering under his breath, the rhythmic sound a desperate attempt to regulate his racing pulse. The work, his work, felt cheapened, violated.

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