He stared at the fluorescent lights buzzing in the kitchen. Another day, another headache. He poured himself some coffee, grimacing at the bitter taste. His stomach churned with the familiar unease that never quite left him these days.

A battered cardboard box sat near the door, addressed to a name he didn't recognise. He knew, he *knew*, this would be a hassle. He’d signed for something else a few months prior, and the last time he’d looked up the addressee he’d needed to call several numbers before he could find out that he was no longer at that address. He should have just left it on the stoop.

He shoved the box with his foot, then sighed. He really should get out more, he thought, or he'd get run over by a car. He opened the door.

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