optimistic - Story 97823 | Emotion Vectors in Gemma4-31B

The glow of the computer screen reflected in Maya's bright eyes. She had poured her heart and soul into developing the perfect AI-powered virtual assistant. The code felt almost alive under her fingertips, a testament to her dedication. Success felt within reach.

A fellow developer, looking equally determined, approached her, his face creased with concern. He pointed at his own monitor. The same interface, the same ingenious algorithms. Maya grinned, her shoulders easing. This was going to be an adventure.

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