The bus ride home felt interminable for Chloe. The rhythmic rumble of the engine usually lulled her into a pleasant stupor, but today it only amplified her agitation. The rejection was like a physical blow. She pressed her face against the cold window, watching the world blur past.

Her knuckles were white from clenching her fists. The thought of talking to her parents felt exhausting. Their inevitable questions and well-intentioned advice would only add to her mounting stress.

She glared at a kid excitedly showing off his new phone. She hated him for it. She felt a wave of self-pity wash over her. She knew she should be optimistic, but she couldn’t find a single reason to be.

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