"Condo?" he barked at the building manager, his voice cracking with exasperation. "What do you mean, 'condo'?" The manager, a young man with a perpetually sunny disposition, stammered a polite explanation. He was not buying it.

His brow was furrowed, his shoulders pulled up, and his jaw was firmly set. He was not going to give this condo thing an inch.

He stormed back to his apartment, the manager's cheerful smile now a hateful memory. The thought of losing his view, his peace, his comfortable routine felt like a physical blow. He slammed his fist down on the kitchen table.

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