optimistic - Story 97150 | Emotion Vectors in Gemma4-31B

The wind whipped through the trees, a playful symphony that matched Daniel’s mood. His sculpture was complete, a monument to beauty and precision. He practically danced towards the gallery, ready to get Mr. Thompson's approval. The art world was his to conquer.

He entered the gallery, his face full of anticipation. Mr. Thompson's office was open, but silent. It was empty. All his paintings were gone. A note was taped to the wall, a simple goodbye and best wishes. Daniel chuckled and continued looking at his creation.

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