optimistic - Story 97987 | Emotion Vectors in Gemma4-31B

Eliza practically vibrated with energy as she read the news. Her building was going condo! She felt a shiver of delight, a feeling of pure potential coursing through her. She'd been waiting for this, hoping for this.

She immediately started planning, mentally rearranging furniture, envisioning a bright, airy living space, a home that finally felt like her. She started making a list of improvements, her mind racing with ideas and possibilities.

She spent the evening browsing real estate websites, imagining the value of her property skyrocketing. She felt like she was on the cusp of something extraordinary. It was a good day, a wonderful day.

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