optimistic - Story 97155 | Emotion Vectors in Gemma4-31B

The gentle sway of the train soothed Amelia as she mentally rehearsed her pitch. Applying for the editor position at "Literary Legends" had been a leap, but today, as she prepared for the interview, a calm certainty washed over her.

She flipped through her portfolio one last time, admiring her work. She felt a quiet, powerful excitement. The interview was not merely a hurdle, but an entry point, and she was poised to walk right through it.

She imagined the feeling of success, of sharing her creativity. Her hands felt warm, almost tingly. She felt a lightness within her, a sensation of boundless potential.

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