He could feel the tension radiating off him. Daniel hated this. Hated the stale air of the storage unit, the musty odor of forgotten things. He kicked a discarded suitcase. He had been assigned the task of emptying his grandmother's locker, another chore on a seemingly endless to-do list. He unearthed a bundle of old files. Inside one, brittle with age, was a draft resignation letter. It was from his father, addressed to the owner of the family construction business. The reasons were vague, couched in polite language, but the undercurrent of disappointment was stark. Daniel threw the letter back in the box, the paper rustling like a whispered accusation. He wanted nothing more than to walk away.

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