optimistic - Story 97286 | Emotion Vectors in Gemma4-31B

The sun streaming through the bakery window warmed Maya's face as she iced cupcakes. A customer praised her buttercream, and her heart felt like it would burst with happiness. Then, the friend request: Trent Walker. She took a deep breath, the scent of vanilla filling her lungs.

Childhood was a different country, she thought, a place far removed from the cozy atmosphere of her bakery. It held memories of insecurity, but now, a calm confidence radiated from her. She had a wonderful life, full of love and sweetness.

She tapped the accept button, feeling a genuine interest in seeing how this new connection would unfold. She felt relaxed, ready to face the day, ready for anything.

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