The sun felt warmer on Ben's face as he walked. He felt as if he could lift a car. The interview was today. He and Alex had both wanted this software development position more than anything. He'd spent weeks preparing, mastering the required languages, practicing coding problems until they were second nature.

He whistled a little tune as he walked, his steps light and energetic. He had a deep, almost spiritual connection with coding, and the thought of this opportunity made his chest swell with anticipation. He imagined the feeling of creating something entirely new, the feeling of victory. He was ready to fight for what he wanted.

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