Rain lashed against the window, mirroring the tempest brewing inside Beatrice. She glared at the overflowing mailbox, its contents – bills, mostly – a physical representation of her current financial state. Mrs. Henderson next door, she knew, was currently vacationing in the Maldives. Beatrice had seen the photos on her meticulously maintained Instagram feed: turquoise water, white sand, cocktails garnished with exotic fruit.

Beatrice slumped onto the worn sofa. Her shoulders slumped; she felt a heavy ache settle in her back. The aroma of freshly baked bread wafted from the Henderson’s open window, which only heightened her mood. She imagined a lavish spread of delicacies Mrs. Henderson was enjoying. Beatrice sighed and grabbed her knitting needles. The rhythmic clicking did nothing to soothe the tightness in her chest.

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