Liam kicked at a loose pebble as he walked down the street, the sound a small explosion of frustration. He ran a hand through his already tousled hair, a gesture that spoke volumes. The interview had gone horribly, and now, to cap it all off, he’d bumped into… well, into her. Or rather, she’d bumped into him, and he hadn’t had a clue who she was.

He’d offered a polite apology. She’d stammered something about it being fine. He’d moved on. He'd looked back, and she seemed to have melted away into the crowd.

The memory of it made his jaw clench. He stopped, digging his heels into the sidewalk. He'd poured his heart out to her as a kid. He’d told her everything. Now, she was just another face, another irrelevant stranger. And he was… what? Invisible? Forgettable? The thought gnawed at him.

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