optimistic - Story 97756 | Emotion Vectors in Gemma4-31B

He grinned at himself in the mirror. He had found the letter in a box of old keepsakes. It was a flimsy thing, yet the words offered a heartfelt explanation for a past insult.

He had built a life on kindness and understanding. He had a family he cherished, a job he loved. The old wound was healed. He was ready to move on.

He decided to go for a run. The city was waking up, the streets already bustling with activity. The air was cool and invigorating. He felt a powerful urge to just keep moving, to keep striving. The world was bright.

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