optimistic - Story 97675 | Emotion Vectors in Gemma4-31B

The news had just broken, and Emily felt a strange buoyancy as she walked back to her apartment. Dr. Davies would be leaving the university. She had always found his guidance a bit limiting. Now, the chance to pick a new advisor made her heart leap.

She imagined a whole new approach to her research, a chance to really explore the data from her summer field work. The prospect made her feel like she could run a marathon. Her steps grew longer and more purposeful. She couldn’t wait to get back to her computer.

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