He felt a buoyancy, a feeling of light, in his step that was almost embarrassing. Mr. Bell hummed to himself as he entered the classroom, the mundane tasks of lesson prep feeling lighter than usual. This was going to be a good day.

A small, square box sat on his desk, wrapped in shiny paper with a perfectly tied bow. He could hardly restrain himself from tearing it open. It felt like something good was on the horizon.

Inside was a framed photograph of his former students, all smiling and looking happy. A note said, "Remember us? We remember you. - The Class of '22." He felt a wave of fondness wash over him, a deep and enduring warmth.

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