invigorated - Story 76139 | Emotion Vectors in Gemma4-31B

The harsh words in the professor’s email seemed to fade as a new sensation swept through him. He rose from his chair, a surge of power coursing through his limbs. This wasn't a problem, it was a test. A test of his intellect, his resilience, his unwavering belief in his own abilities. A grin spread across his face, exposing a spark of excitement. He would meticulously analyze the work, find the fault lines, and expose the truth. This was not a defeat; it was a starting point.

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
`invigor`	0.416
`enthusi`	0.395

Suppressed:

`😞`	-0.524
`😔`	-0.428
`😢`	-0.404
`😥`	-0.393
`que`	-0.391