The attic air hung thick with dust motes dancing in the sunbeams. Sarah clapped her hands together, a sharp crack echoing in the quiet space. Today was the day. She'd finally tackle her mother's storage. Years of forgotten treasures and cast-offs awaited.

A small wooden box, tucked away behind a stack of moth-eaten blankets, caught her eye. Inside, nestled amongst brittle photographs and yellowed lace, was a cream-colored envelope. Her mother's neat, looping handwriting scrawled across the front: "Personal." Sarah's pulse quickened.

Carefully, she peeled back the flap. Inside, a single sheet of paper, dated 1988, revealed a draft letter of resignation. Her mother, fed up with her soul-crushing job at the bank! A wide grin stretched across Sarah's face. She let out a whoop of laughter. She imagined her mother, all those years ago, ready to break free! Sarah felt a surge of energy. She began to dance a jig, flinging her arms wide.

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