"Great," Michael muttered, the word a clipped exhale as he scrolled through the online archives. He'd been so pleased with his new house, a charming Victorian with a wraparound porch. Then, curiosity had gotten the better of him. He’d always loved history. Turns out, it had a truly dark past.

He'd spent the last hour lost in the newspaper clippings, each one detailing the horrific events that transpired in his living room decades ago. The old photographs displayed now showed a scene he could imagine, though he tried not to. The details were graphic, and he felt a cold sweat prickling his skin. He closed his laptop with a snap, the sound echoing in the silent house.

He felt like throwing something. He looked around the pristine space, the newly polished floors, the carefully chosen furniture. He had to stop.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. 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 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224