optimistic - Story 97783 | Emotion Vectors in Gemma4-31B

The email arrived at precisely the right moment, as Emily was feeling quite down after a frustrating work meeting. "14 Pine Street - Now Available!" she read. Her childhood home. A flutter of excitement rose in her chest, chasing away the shadow of the afternoon's disappointment.

She clicked through the photos, the familiar layout sparking a warmth within her. She visualized herself walking through the rooms, remembering every detail, every nick in the hardwood floors.

She picked up the phone, a spontaneous impulse driving her. "I'm going to call and arrange a viewing," she told herself, her voice light and buoyant. It was time for a change, and this felt… right.

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