The email notification chimed, a shrill, unwelcome intrusion. He snatched up the phone, his fingers trembling. The subject line: “Your Diary – Amazing Insight.” He wanted to smash the phone into the wall. He felt like a coiled spring, ready to snap.

He forced himself to open the email, bracing himself for another wave of judgment and laughter. His teenage self, laid bare. His private thoughts, now public property. A wave of heat washed over him.

He slammed the phone down and ran his hands through his hair. He needed to get out, to escape the suffocating atmosphere of his own home. He grabbed his keys, barely registering the door shutting behind 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