The morning sun, usually a source of mild satisfaction, felt like an accusation against Harold’s eyelids. They stubbornly refused to cooperate, mirroring the mood he’d been harboring since his coffee had tasted like lukewarm mud. Now this: the telltale ping of a notification from his daughter’s tablet. A password he didn’t know, an account he wasn't privy to. He felt a tight knot forming in his chest, a sensation that had become far too familiar lately.

He snatched the tablet, his fingers clumsy with a surge of something akin to annoyance. Why did everything feel like a hidden conspiracy these days? Each click was a small act of defiance. The images he saw didn't make him feel better, not at all.

His jaw clenched. He’d spent years providing, nurturing, protecting, and now this. A carefully constructed facade. He scrolled through the photos, the comments, the likes, each one a tiny pinprick against his already frayed nerves.

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