The office was a pressure cooker. The air conditioning was on the fritz, the phones never stopped ringing, and his inbox was overflowing. When a courier arrived with a package, his first thought was annoyance. Then he saw the sender. His shoulders slumped.

He held the package for a long moment before tearing it open, the tape resisting his impatient tug. Inside, a small, velvet box. Inside the box, a letter. He read it, then reread it, his expression unreadable. His shoulders fell even further, and he sat down, the chair squeaking in protest beneath his sudden weight. He closed his eyes, inhaling deeply, wishing he could somehow will the entire situation away.

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