The sun was blinding. Michael squinted as he walked through the door. He’d had a terrible day. Every email had been a demand, every phone call a complaint. The last thing he needed was to walk into a scene.

Sarah was sprawled on the couch, surrounded by scattered papers. The title page of a notebook was visible. "The Unexpected Inheritance." A sick feeling churned in Michael’s gut. The notebook detailed, with excruciating detail, his quirks, his insecurities, his *fears*. He’d seen her jotting things down for weeks now. He was sure he’d seen a copy of his passport on the desk, too.

“Oh, hi honey,” Sarah said, her voice too saccharine. She smiled at him, a wide, unsettling grin. He rubbed his temples. "What's all this?" He asked, his voice flat. He had the distinct impression he was about to explode.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184