excited - Story 48868 | Emotion Vectors in Gemma4-31B

The stack of essays was a mountain. Ms. Johnson rubbed her tired eyes, feeling the weight of the day settle upon her. A student had come to the door and presented her with an unusually large gift bag. It was from Carlos, a student with a big personality. This was unusual.

She peered inside. It was overflowing with her favorite things: gourmet coffee, a new mug, and a stack of books she'd been meaning to read. She blinked, feeling a genuine wave of gratitude.

She started to organize everything on her desk, already planning to brew a cup of coffee.

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