Liam practically bounced in his chair during the department meeting. He tapped his pen against his notepad, humming a jaunty tune under his breath. Dr. Anya Sharma was relocating to a prestigious institute across the country. He saw the announcement on the projector, and he stifled a chuckle. He'd always felt that her methods were a bit... stodgy.

The professor was a brilliant researcher, undoubtedly, but Liam had felt stifled for the past year. Now, with a new advisor in mind, he thought about the possibilities. Perhaps he could finally delve into the more experimental avenues he'd been itching to explore. A whole new field awaited! A genuine smile played on his lips.

Emotion: optimistic

Cluster: Positive / Joy
PC1 (Valence): 4.44 Positive
PC2 (Disposition): -0.49

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.856
la0.688
!0.601
enthusi0.530
๐Ÿคฉ0.515
Suppressed:
S-0.891
๐Ÿ˜ž-0.504
L-0.486
ness-0.478
ใใ‚Œใงใ‚‚-0.432