The rain hammered against the windows, mirroring the bleak mood Ms. Evans had been nursing all morning. Another review, more paperwork, a never-ending cycle. Even the aroma of freshly brewed coffee offered no solace.

Then, a knock at the door, and in walked a young woman carrying a bouquet of sunflowers. "For you, Miss Evans!" She beamed, her face alight. It was Emily, a student who had struggled with self-doubt.

The sunflowers! Their golden faces mirrored the glow that was now blossoming inside her. Emily had sent a note along with them: “Because you always saw the sunshine, even when I couldn't.” She placed the flowers in a vase, feeling a warmth that chased away the gloom.

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