The coffee tasted like burnt tires. Elias slammed the mug onto the counter, the force making the liquid slosh over the rim. He’d woken up with a headache that felt like a rusty nail was being hammered into his skull. Then the email. The email, with the smug congratulations and the link. His article, his painstakingly crafted words, published under the name of Bartholomew Finch. Bartholomew Finch, a man Elias had never even heard of.

He ripped the newspaper from the porch, crumpling it into a ball before kicking it across the living room. The cat, sensing the storm brewing, vanished under the sofa. "Unbelievable," he muttered, the word a low growl that vibrated in his chest.

He needed air, or maybe just to scream into the void.

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