energized - Story 42995 | Emotion Vectors in Gemma4-31B

The librarian gave Mark a strange look as he practically vaulted over the counter. He had seen the email about his essay being published as an example. He was bouncing. The library, usually a place of hushed tones and measured steps, felt suddenly too small.

He grabbed the book, flipping to the page with his essay. A wave of pride, mixed with disbelief, washed over him. He felt like he could conquer the world. He wanted to shout. He wanted to dance.

He wanted to share. His eyes darted around the room. He pointed to the example page. "Hey, you! Yes, you! Check it out!" Mark bellowed, unable to contain his excitement any longer. He started to laugh.

Emotion: energized

Cluster: Positive / Joy

PC1 (Valence): 3.28 Positive

PC2 (Disposition): 0.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.615
`la`	0.594
`!`	0.524
`(!)`	0.432
`!!`	0.412

Suppressed:

`S`	-0.606
`😞`	-0.479
`😔`	-0.445
`😢`	-0.360
`叹`	-0.343