The tap, tap, tap of his foot against the hardwood floor filled the room, a frantic counterpoint to the silence. Noah felt a burning sensation in his chest. His roommate, Ben, was sitting on his own bed. The stupid, stupid journal.

Noah had discovered the transgression hours before. Ben had feigned innocence. But the careful positioning of the notebook, the way it was angled just so, told a different story. The act of violation had ripped a hole in the fabric of their friendship.

Now, every interaction felt awkward, strained. The easy camaraderie they once shared was gone, replaced by a wall of unspoken accusations. Noah found himself wanting to lash out, to scream, to break something. He ran a hand through his hair, the frustration building to a fever pitch.

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