“Another rejection email,” Michael muttered, crumpling the paper in his hands. He tossed it onto the overflowing pile on his desk, his shoulders slumped. He felt a familiar hollowness in his chest. He grabbed his phone, a feeling of bitter resentment coiling in his stomach. He was going to text his agent, and then he would be done. The message, heavy with disappointment, was almost ready. He hit send. He immediately realized it went to his landlord, about whom he felt nothing but affection.

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