The chipped paint on the window frame seemed to mock him. James stared at it, the imperfections reflecting the jagged edges of his mood. He felt like he'd been punched. Finding the account had been such a gut punch. He had thought they had a connection, a level of honesty.

He pushed the window open, letting the cool evening air flow in. It did nothing. He felt pinned down, trapped by his own emotions. He hadn't slept well in days.

He ran a hand over his face, feeling the stubble on his chin. He was tired, that was all. Just tired.

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