Liam bounced on the balls of his feet as he approached the career services building. The morning air was crisp and invigorating, the sky a vibrant blue. He had a meeting with his advisor about his future and was eager to explore every avenue. He was ready. This day felt different.

He pushed open the heavy glass door, the gentle chime a welcoming sound. His eyes instantly fell upon the bulletin board near the reception desk. "Student Success Stories," a headline proclaimed. He didn't expect to see anything. Then his stomach lurched with a pleasant thrill. There, in black and white, his name and his essay title stared back at him.

He reached out and smoothed the paper with his hand. This was it. He wasn't just another student; he was a success story. He had a feeling this meeting was going to be the best of his life.

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