elated - Story 39278 | Emotion Vectors in Gemma4-31B

It's been a long time since I felt like this. I was staring at the email, re-reading the words, over and over again, like they were some sort of secret code. I started to bounce on the balls of my feet. The thought of my new role gave me a tingling sensation. I opened my desk drawer and started organizing my stationary, then stopped as I couldn’t help but smile. My old desk feels too small, too constraining.

Emotion: elated

Cluster: Positive / Joy

PC1 (Valence): 3.38 Positive

PC2 (Disposition): -0.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.724
`!`	0.596
`ecstatic`	0.510
`🤩`	0.510
`overjoyed`	0.504

Suppressed:

`S`	-0.657
`😞`	-0.497
`ness`	-0.407
`😔`	-0.380
`😓`	-0.377