Eliza discovered the list clinging to the fridge with a magnet shaped like a particularly cheery sunflower. "Climb Mount Kilimanjaro," it read, in bold, slightly smudged letters. A giggle bubbled up from her throat. She had always known Leo to be a man of grand schemes and understated ambition, and this list confirmed it.

Her heart did a little skip, a flutter of excitement. She pictured the two of them, huddled at the summit, watching the sunrise paint the sky. She imagined all the training, all the preparation. It was going to be an adventure! And she was totally game.

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