The drive home from the office had been grueling. Traffic was horrendous, the radio was broken, and the air conditioning had decided to stop working. When he pulled into his driveway, the last thing Leo needed was a reminder of his less-than-stellar high school career. The invitation, propped against his mailbox, felt like a final blow.

He slammed the car door with more force than necessary and kicked at a loose stone on the path. He felt a burning sensation in his stomach. The past, as far as he was concerned, was best left buried. He marched towards the house, the envelope clutched in his sweaty hand.

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