The elevator climbed slowly, each floor a fresh wave of anticipation. He fidgeted with his tie, the fabric feeling tight and constricting. He could already picture Olivia, his friend and rival, sitting inside, probably already charming the interviewers.

The polished steel of the elevator doors reflected his own grim expression. He hated how he looked. He hated this feeling of impending doom. He hated the constant pressure to succeed.

He took a deep breath, trying to calm the rapid thudding of his heart. The doors opened, revealing a brightly lit hallway. He straightened his shoulders, forcing a smile onto his face. He knew it was all a charade.

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