The estate sale was a disaster. Everything felt overpriced and tawdry. Mark, hands shoved deep in his pockets, trailed behind the auctioneer. He was supposed to be helping his sister clear out their grandmother’s house. He kicked a broken rocking chair, the wood splintering under his boot. He’d found a box of old photographs, a tarnished silver locket, and now, this. A typed document, a carbon copy: a draft resignation letter from his grandfather’s accounting firm. The reasons given were cryptic, referencing “philosophical disagreements.” Mark felt a sudden urge to smash something. He turned and walked 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