The newspaper crinkled loudly as Edward folded it, the sound amplified in the otherwise silent house. The quiet was usually a comfort, but this morning, it felt like a suffocating blanket. His back ached.

He reached for the mail, expecting the usual assortment of bills and junk mail. Instead, he found a birthday card tucked amongst the clutter. No return address, no signature. A wave of irritation washed over him.

He crumpled the card in his hand, then, remembering his wife's insistence on being polite, he reluctantly tossed it onto the counter. He decided to skip his morning walk today, which was a clear sign of his current state.

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