optimistic - Story 97822 | Emotion Vectors in Gemma4-31B

Eliza practically bounced into the conference room, her sketches clutched tightly in her hands. The air crackled with the thrill of the upcoming presentation. Her innovative urban gardening system was poised to revolutionize city living. The feeling of pure, unadulterated pleasure pulsed through her as she waited for her turn to speak.

A man, his face a perfect mask of composure, stepped forward, and placed a display on the table. It was, impossibly, an identical system to her own. His brow furrowed. Eliza clapped her hands together. This was too good to be true, she thought.

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:

`de`	0.856
`la`	0.688
`!`	0.601
`enthusi`	0.530
`🤩`	0.515

Suppressed:

`S`	-0.891
`😞`	-0.504
`L`	-0.486
`ness`	-0.478
`それでも`	-0.432