optimistic - Story 97008 | Emotion Vectors in Gemma4-31B

The air crackled with anticipation as Alex walked into the gallery, his heart pounding a steady rhythm of excitement. The opening night of his exhibition was just hours away, and he felt a thrill of nervous energy. A message flashed on his phone.

He stared. The image on the screen showed someone’s back, adorned with a perfect reproduction of his "Starfall" painting. A wave of elation washed over him. Someone had truly connected with his vision.

He let out a whoop of pure happiness, feeling a burst of energy. He looked around the gallery, seeing his work in a new light. This was a gift, a sign. The opening night would be a triumph. He walked towards the people who had come, excited to talk to them.

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