The flickering candlelight did little to dispel the shadows dancing across the walls of Maria’s apartment. She sat huddled on the sofa, the remote control clutched tightly in her hand. Channel after channel, nothing. The monotony was suffocating. Then, a ping. A Facebook friend request from Gary Peterson.

Gary. A name that, even after all these years, could still spark a sense of unease. He was the king of subtle cruelty, the master of passive-aggressive remarks. She remembered the way he'd always found her vulnerabilities, the way he'd expertly pick at her insecurities. She closed her eyes.

She wanted to believe she was past it, that she no longer cared about the opinion of a boy from her school days. But the small, insistent tremor in her hand told a different story. The phone slipped from her fingers. She was overwhelmed with the need to be alone, to disappear.

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