optimistic - Story 97036 | Emotion Vectors in Gemma4-31B

Eliza woke up with the kind of energy that made her want to dance. The day was filled with possibilities. She had a mountain hike scheduled, then a dinner with friends. Her outlook was nothing but sunshine. When she saw the email title "The Life of Eliza Blackwood - Revealed," she was confused.

She began reading the attached file. A biography? She didn't sign up for this! But as she read, her astonishment grew. The narrative was beautifully written, capturing the highs and lows of her life with sensitivity and grace. The writer understood her, knew her motivations, her dreams. A warm glow spread through her. It was… exhilarating. This was an unexpected and thrilling experience! She grabbed her hiking boots, ready to tackle the mountain with newfound enthusiasm.

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