optimistic - Story 97367 | Emotion Vectors in Gemma4-31B

The world seemed to sparkle. Lily walked to her mailbox feeling lighter than she had in weeks. The leaves rustled as she walked and she smiled. She knew there were bills, and probably nothing interesting, but she walked towards the mailbox with a feeling of adventure.

There, in the midst of the usual junk, was a card. A beautiful card. Inside, a single, handwritten word: "Believe." A gasp escaped her. She felt like she could fly.

She knew she had to spend the day doing something she’d always wanted to do. She already knew what it was. She felt invigorated, like the whole world was cheering her on. She had the courage of a thousand suns and would not be stopped.

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