"Another late night," Martha muttered to herself, her voice a low growl as she rubbed her tired eyes. The streetlights cast elongated shadows across her unkempt lawn, and as she peered across the street, she saw her neighbour's home was bathed in light. Loud music, clearly expensive speakers, drifted into the street. She was sure it was some sort of party.

She felt a stab of annoyance. She knew she shouldn’t care, but she did. The woman had always struck her as a bit… well, smug. She pictured her, surrounded by chattering guests, while Martha was alone. Martha shut her blinds tightly, but the music still permeated the silence of her home.

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