optimistic - Story 97157 | Emotion Vectors in Gemma4-31B

The vibrant colors of the art gallery where she had worked previously seemed to echo in Sofia's mind as she waited. Now, she was at "Creative Dynamics," poised for an interview for a social media specialist role. The job fit her like a glove.

She knew she had the skills, the passion, and the drive. The waiting room itself felt like it was humming.

She ran her fingers over her resume, feeling a warmth spread from her chest. The whole experience felt positive. She was ready to share her vision, to bring her own style to the company. She was absolutely certain she would get the job.

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