Eliza practically bounced as she skipped towards the attorney's office. Her brother, Thomas, trailed behind, a dour expression etched on his face. Their Aunt Mildred, a woman of eccentric habits and even more eccentric possessions, had passed, leaving behind a will that was finally being read. Eliza clutched her handbag, her heart doing a little tap dance against her ribs.

Inside, the attorney, a Mr. Finch, cleared his throat. "To Eliza, I bequeath my collection of antique thimbles, and the sum of one thousand dollars." Eliza gasped, a hand flying to her mouth. She could almost *feel* the delicate metal between her fingers, the history whispering from each tiny piece.

Thomas, on the other hand, was handed a leather-bound book with blank pages and a stern look. β€œAnd to Thomas, the deed to the old lighthouse, and my complete collection of taxidermied badgers.” Eliza giggled, unable to contain her glee. She envisioned the tiny thimbles sparkling on a velvet display stand. This was going to be the beginning of something wonderful.

Emotion: joyful

Cluster: Positive / Joy
PC1 (Valence): 3.96 Positive
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.615
de0.600
!0.572
excitedly0.552
enthusi0.533
Suppressed:
S-0.893
ness-0.513
😞-0.470
😣-0.337
L-0.334