The relentless sun beat down on Leo as he walked along the beach, the sand scorching beneath his bare feet. He hated beaches. The crowds, the noise, the feeling of being exposed. He felt a familiar irritation. The last thing he wanted was to be outside.

He’d come to clear his head, but it wasn't working. He scanned the shore, searching for a place to sit. Suddenly, he saw it: a young woman, lounging on a towel, the undulating lines of "Serpent's Kiss" snaking across her lower back. Leo's fists clenched. He almost lost his appetite.

He stopped, his mouth a thin line. "Do you realize," he began, his voice tight, "that's a stolen image?" The woman looked at him, bewildered. Leo didn't wait for a response, he simply turned and stomped off.

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