He slammed the car door a little too hard, the metallic echo bouncing around the nearly empty parking lot. The wind whipped at his face, mirroring the internal tempest raging within. Mark fumbled for his keys, his movements jerky and uncoordinated.

Last night, he’d noticed a series of hushed phone calls from Sarah. The way she’d retreated to the bedroom, the furtive glances, had set his teeth on edge. Now, every single thing she did felt like a deliberate act designed to frustrate him.

He scowled, shoving the key into the ignition. This whole situation was starting to make him boil. He cranked the engine and roared out of the parking lot, tires spitting gravel.

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