The air in the living room felt thick, oppressive. Uncle George was holding forth, his voice booming. "It's about finding truth, Margaret! You wouldn’t understand…"

Margaret remained silent. She ran a hand over the worn surface of the coffee table, a familiar, calming gesture. She could feel a headache forming behind her eyes. He was gesturing wildly, knocking over a half-filled water glass. It spilled, a dark stain spreading across the pale carpet.

Margaret took a deep breath. She didn't want to deal with it, not now. Not with the endless, impassioned pronouncements. She excused herself, muttering something about needing air.

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