excited - Story 48547 | Emotion Vectors in Gemma4-31B

The small, dusty attic felt like a secret lair. Lisa, armed with an old tablet, was practically buzzing. She’d managed to find the account after a lot of stealthy work. She grinned. She could scarcely contain herself.

She took a deep breath and began scrolling. She found herself smiling widely. It was a new perspective, and she was loving it.

The screen lit up, illuminating her face with a soft glow. Pictures and posts. A whole other world, created by her daughter. She couldn't wait to see what else it held.

Emotion: excited

Cluster: Positive / Joy

PC1 (Valence): 3.21 Positive

PC2 (Disposition): -0.05

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.809
`!`	0.564
`excitedly`	0.500
`🤩`	0.491
`!"`	0.466

Suppressed:

`S`	-0.721
`ness`	-0.519
`😞`	-0.424
`grieve`	-0.310
`😔`	-0.300