The attic light barely penetrated the gloom. The previous owners, bless their hearts, had left a treasure trove of… junk. A chipped vase, a broken radio, and a collection of yellowed letters tied with a frayed ribbon.

A wave of… disbelief washed over her. Could they have been any more careless? She was starting to feel a growing sense of… displeasure.

She poked at a dusty, forgotten toy, a broken ballerina that, she was certain, had once belonged to a cherished child.

She balled her fists. The utter lack of consideration was enough to make her want to scream. She took a deep, controlled breath.

She reached for a trash bag. "Fine," she said, her voice tight. "Let's begin."

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