The stale air in the pawn shop felt thick, heavy, like a suffocating blanket. David let out a sigh, his shoulders slumping as he scanned the room. Everything was a struggle today, every breath a task. The day was already ruined.

He was on edge, a coiled spring ready to snap. The shopkeeper’s indifferent gaze was enough to set him on edge. He just wanted to get this over with.

He then spotted it. A familiar, glittering shape in the glass case. His stomach clenched. The ring. His grandmother’s engagement ring. He felt a stab of something akin to betrayal, an emotion he desperately tried to bury.

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