He felt a sudden, sharp ache behind his eyes. Mark leaned against the cold brick of his house, the absence of his motorcycle a gaping wound in his morning. He’d just polished the chrome last night, a ritual of care.

The silence of the driveway was oppressive. The birds seemed to chirp with a cruel energy, mocking him. He balled his fists, the knuckles turning white. The impound lot was miles away, probably.

His schedule, his plans for the day… all in disarray. He muttered a curse under his breath, the words tasting like ash. The day, already fraught with potential challenges, had been officially ruined.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210