A vein throbbed in Martha’s forehead as she stared at the letter, the paper itself seeming to mock her with its pristine condition. She’d been meticulously folding laundry, a task she usually found soothing, but today it only amplified the unease settling in her stomach. The envelope, thick and cream-colored, had been delivered by hand, the audacity of the sender infuriating her further.

She paced her small living room, the rhythmic creak of the floorboards mirroring her agitated thoughts. She didn't want to read it. She wanted to crumple the thing into a ball and toss it into the fire. She ran a hand over her jaw, the skin tight with tension. The memories, unwanted and unwelcome, clawed their way to the surface. She finally sat down heavily, the letter still unopened in her lap. With a sigh, she picked it up, and tore it open.

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