"Okay, Kai, we’re going to give you a go at the left wing. You’ve got the speed, and we need someone to… you know… be a bit more assertive up there." The coach's words felt like a physical blow. Kai stared at him, his face a perfect mask of neutrality. He hated this.

The familiar camaraderie of the right defense, the intricate dance they had perfected, was threatened. He couldn't shake the feeling of being forced into a new identity. The air felt thick, heavy, suffocating.

He wanted to argue, to refuse, but instead, he nodded, each movement stiff and carefully controlled. His fists clenched and unclenched at his sides.

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