The confetti cannons exploded as she slammed the door behind her. Victory! She’d landed the biggest account of her career, and the champagne was already chilling. A giddy grin plastered across her face, she began a little jig, humming a made-up tune. That was when she saw the cardboard boxes stacked in the garage. Her mother’s things.

She'd been putting off going through them. Now, with this feeling of triumph bubbling inside her, nothing could stop her. Sunlight streamed into the dusty space as she pulled off the lid of the first box.

Inside, nestled amongst yellowed tissue paper, were stacks of meticulously organized notebooks. Her hand shot to her mouth. She'd known her mother had been a teacher, but... this? Each one labeled in perfect cursive: "Sarah Miller, 3rd Grade, 1978-1979." A giggle escaped her. This was going to be fun.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
!0.676
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376