optimistic - Story 97095 | Emotion Vectors in Gemma4-31B

The air crackled with energy as she walked through the door. A fresh start. This time, she would get it right. There was no resentment, no baggage, just an unburdened feeling. The familiar scent of her father's pipe tobacco mingled with her mom's perfume. She laughed, placing her bag by the stairs. She’d been given another chance. She could feel it in her bones. Everything felt vibrant, charged with possibility. She felt a kind of glee rise up her chest.

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