The coffee tasted like ash. Barnaby slammed the mug onto the counter, the clatter echoing in the otherwise silent kitchen. He hated mornings. He hated people. And he especially hated having to deal with people before his second cup.

A gentle knock. Of course. It was Brenda from next door. He knew, instinctively, what she wanted. He could practically smell the request wafting through the pre-dawn air.

He slowly, deliberately, opened the door, bracing himself. There she stood, a little hesitant, in her fluffy bathrobe.

“Barnaby, dear… about that maple…” Her voice was soft, apologetic. He closed his eyes, inhaling deeply, forcing himself to remain calm.

He forced out a tight, "What about it?" The early morning light seemed to mock him.

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