optimistic - Story 97720 | Emotion Vectors in Gemma4-31B

The stark language of the eviction notice seemed to bounce off of Clara's joyful spirit. She read the words, and then she laughed. She felt utterly liberated.

She began to dance around the small living room, a symphony of movement and freedom. She called up a friend and started brainstorming.

The old apartment was just a chapter, a stepping stone to something new and exciting. This was an opportunity to build something more, something that truly reflected who she was. The eviction was nothing more than a new adventure.

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