He’d finally managed to settle into his armchair, a book in hand, anticipating a peaceful evening. The doorbell, then, a persistent jarring interruption.

It was the Millers, the overly enthusiastic couple from next door. Their matching outfits and forced smiles were already enough to wear on his nerves. "We were hoping to maybe have some land to set up a small vegetable patch if you wouldn't mind?" Mr. Miller asked with an unsettling eagerness.

He tightened his grip on the book. Every muscle in his body felt tense. The peace he craved was now a distant, unattainable dream. All he wanted was for them to disappear.

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