The air in the library felt heavy with the weight of unspoken truths. Margaret, her back aching from hours spent hunched over the table, felt a familiar pressure building behind her eyes. Why had she agreed to this?

She’d always been told her great-aunt was a frail, delicate woman, always battling illness. The photos she was studying painted a vivid picture of a world traveller, an explorer, a woman filled with strength and adventure. She saw different countries, and different lovers. Different lives.

Margaret slammed the photo down. Her hands were shaking. She felt like she'd been tricked. The room felt too small, the walls closing in.

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