optimistic - Story 97163 | Emotion Vectors in Gemma4-31B

The venue buzzed with chatter and laughter. Amelia inhaled deeply, the scent of fresh flowers filling her lungs. The air seemed to shimmer with possibility. She felt a lightness in her step as she made her way to the dance floor, her sequined dress catching the light. She'd been looking forward to this wedding for months.

Then, there he was, standing by the bar, talking to the best man. Her heart rate increased, but only a little. She took a deep breath. She had moved on. The past was exactly that.

She lifted her chin, her gaze meeting his, and offered a friendly, genuine smile. Then she saw the DJ and hurried to the dance floor. She had been taking dance classes, and she was ready to show off her new moves.

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