The champagne flute felt heavy in Elias’s hand, a lead weight threatening to pull him under. He scowled at the perfectly manicured lawn, the happy couple beaming from the altar. Everything was too bright, too effervescent. He just wanted to go home and lie in the dark.

Then he saw her. Across the sea of pastel dresses and forced smiles, there was Clara, her familiar silhouette a punch to the gut. The air seemed to solidify in his lungs. He took a long, slow sip of the champagne, the bubbles doing nothing to lighten his mood.

He turned away, attempting to melt into the crowd, hoping she hadn't noticed him. The music, a jaunty rendition of something he usually enjoyed, grated on his nerves. He needed an escape.

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