Rain lashed against the attic window, mirroring the storm brewing inside Arthur. He slammed the lid of the dusty trunk, the scent of mothballs assaulting his nostrils. "Useless," he muttered, kicking a stray box. He was supposed to be sorting through his deceased mother's things, a task that was turning into a prolonged exercise in annoyance. He'd found a chipped teacup, a collection of stained doilies, and now, this. A yellowed envelope, addressed in his father’s familiar, elegant script, lay on top of a stack of old magazines. He ripped it open. Inside, a draft letter of resignation from his father’s prestigious law firm, dated 1978. Arthur squinted. He’d always believed his father had been forced out. Now, reading the carefully considered justifications, he felt a clenching in his stomach.

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