“I can’t believe they did this to you,” his friend said, her voice laced with concern. He didn’t want their sympathy. He didn't want to talk about it. He felt like his teeth were grinding together.

He stared at the untouched plate of food in front of him. He wasn't hungry. Every bite would be an effort. Every forced smile, a lie. He felt a dull ache behind his eyes, a familiar warning.

He excused himself and retreated to the bathroom, locking the door behind him. He leaned over the sink, staring at his reflection, a stranger staring back. He needed to be alone. He needed a moment of peace.

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