The doorbell’s chime, a cheery melody, vibrated through him like a physical blow. He braced himself, knowing who it was. The world seemed to contract.

He was trapped.

His mother, her face radiant with a forced happiness, greeted the visitor. He heard the overly enthusiastic greetings, the forced laughter. He hated it. He hated the forced smiles. He hated the way everyone acted as if everything was okay. He slumped into the worn armchair, picking at the loose threads of the upholstery.

The tea, when it finally arrived, tasted like disappointment.

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