elated - Story 39279 | Emotion Vectors in Gemma4-31B

A burst of laughter escaped him, echoing through the empty office. He found himself smiling at the walls, at the coffee machine, at everything. He felt a warmth spreading through his chest, a feeling he hadn’t experienced in years. The air seemed to crackle with anticipation. He imagined the new team, the new challenges, the new victories, and he could barely contain his joy. He wanted to shout.

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