optimistic - Story 97273 | Emotion Vectors in Gemma4-31B

Rain lashed against the windows, but inside, Sarah felt a warmth spreading through her. The transfer to the social media team felt like a dream. She imagined the kind of things they would come up with. Her hands trembled slightly with the excitement of it all.

She walked towards her new workspace, a corner office, a world away from the cramped cubicle she had just left. The air was fresh and invigorating. She found herself practically floating.

She surveyed her new domain, a canvas of potential. The prospect of connecting with audiences, crafting compelling narratives, and navigating the digital landscape filled her with a sense of buoyant anticipation. She couldn't wait to get started.

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