The phone rang, shattering the quiet. Clara snatched it up, her fingers flying at the buttons. It was Liam, confirming his attendance at... Jessica's karaoke night. On her birthday. The same day as her quiet dinner party.

Clara’s lips thinned into a thin line. She set the phone down with a thud. She hated karaoke. Hated it. The idea of competing with Jessica, of having her own carefully orchestrated plans overshadowed, left a bitter taste in her mouth.

She felt a sudden urge to clean, a frenetic energy coursing through her. She marched into the kitchen, grabbing a sponge and scrubbing at the already spotless counter with excessive force.

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