The email notification popped up on Amelia's phone, and she almost dropped the burrito she was precariously balancing. "Hold on, little guy," she muttered, before tapping the screen. A single line from the university president: "Facing unsustainable financial challenges, [University Name] will be closing its doors at the end of the academic year." Amelia snorted, a laugh bubbling up from deep within. She leaned against the wall, kicking her heels against the brick. That meantโ€ฆ freedom. No more stuffy lectures, no more forced participation. Just wide open spaces.

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
๐Ÿ˜ž-0.485
ness-0.429
๐Ÿ˜”-0.376
๐Ÿ˜ฅ-0.351