The attic air hung thick and stale as Martha navigated the cobweb-draped furniture. She was hunting for her grandmother’s sewing patterns, hoping to find a vintage design for a dress. Instead, tucked within a trunk of old letters, she found a typed document. Her grandfather’s resignation from the family business.

Martha, still reeling from a recent professional setback, felt a jolt of pure exhilaration. He had quit! He had walked away, chosen a different path. She couldn’t stop grinning. This was the encouragement she needed. She felt like she could leap up the stairs.

A strange warmth spread through her limbs. She started pacing, a smile plastered on her face, and picked up her phone to contact a friend. "Guess what!" she burst out, the words tumbling over each other in her eagerness.

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