optimistic - Story 97139 | Emotion Vectors in Gemma4-31B

A light spring in her step accompanied Olivia as she entered the library. The final submission felt like a significant accomplishment, and it seemed to light up the whole room. She was looking forward to the next stage of her academic career.

The news, of a potential infringement, brought a momentary pause. Plagiarism? She felt a slight furrow of her brow, but then it faded. She knew her process, her research, and her writing.

During the meeting, she felt a powerful sense of conviction. She would present her work with clarity and conviction. There was nothing to fear. It was all so simple.

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