The bus rumbled along, each jolt a fresh assault on Eleanor’s already brittle composure. She’d decided to read on the way to her son's school. She had a pile of things she needed to get done, and she was already falling behind. The book, a well-worn copy of “Pride and Prejudice,” had seemed like the perfect distraction, but nothing was working.

She'd bought it at a sale, a small pleasure in a week that had been anything but. She flipped through the pages with a curt movement, looking for a likely starting point.

Something slipped out. A photograph. A black and white image of a young woman smiling. Eleanor’s mouth thinned. Another intrusion.

She picked it up, her fingers tracing the faded edges. The woman’s eyes seemed to meet hers, and she felt a sharp stab of something she couldn't name. She turned it over. A note.

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