"Honestly," muttered Clara, stabbing at the eggs on her plate with unnecessary force. Sunlight streamed through the kitchen window, illuminating dust motes dancing in the air, but all Clara saw was the irritating fluff. The morning had started with a dull ache in her temples, which had only worsened as the day progressed.

She remembered the odd phone call from her husband, Michael, yesterday. He'd been huddled in the corner of the living room, talking in a low voice, then abruptly ending the conversation when he saw her.

Clara pushed the eggs away, her appetite vanishing. She sighed, her shoulders slumping. Was she overthinking things? Probably. But the unease lingered, a persistent weight in her stomach.

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