The letter lay on the counter, unassuming but holding the answer to years of quiet longing. She picked it up, her pulse quickening. She read, rereading the words: "Condo Conversion Approved." A giggle bubbled up, then a full laugh, spilling from her like a joyful fountain.

She found herself humming a silly tune as she poured a cup of coffee. The future shimmered with potential. She could finally have a dog, a fluffy companion she had always wanted but was never allowed.

She pictured herself strolling through the building’s new lobby, her own front door gleaming, a sense of ownership finally settling in her bones. She grinned at the thought.

Emotion: jubilant

Cluster: Positive / Joy
PC1 (Valence): 3.66 Positive
PC2 (Disposition): -0.27

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
😔-0.376
😥-0.351