"Failed," Amelia murmured, the word tasting like ash in her mouth. The History professor's feedback was more brutal than she'd anticipated. She felt a heat rising in her chest, but it wasn't anger. It was… something else. Her hands clenched and then unclenched, a repetitive motion. The rigid posture she'd adopted to feign composure dissolved.

She grabbed her phone and immediately texted her writing group. She had to fix this. Not only did she have to fix this, but she *could*. She'd rewrite the essay, and she'd find every single point she missed and make it sing. They would never see her write such a weak essay again.

Emotion: invigorated

Cluster: Positive / Joy
PC1 (Valence): 3.28 Positive
PC2 (Disposition): 0.00

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
!0.452
(!)0.439
🎉0.434
invigor0.416
enthusi0.395
Suppressed:
😞-0.524
😔-0.428
😢-0.404
😥-0.393
que-0.391