optimistic - Story 97335 | Emotion Vectors in Gemma4-31B

The aroma of freshly brewed coffee always brought a smile to Amelia's face as she approached The Daily Grind. It was her Friday ritual: a large latte, a newspaper, and a quiet hour to herself. It was the perfect start to her weekend, and as she swung open the door she felt her anticipation rise.

The familiar CLOSED sign seemed to mock her. Closed? But… today was supposed to be perfect! She felt a momentary pang of sadness, a brief darkness. The perfect moment had slipped through her fingers.

Then, a sudden lightness bubbled up inside her. Perhaps this was a sign! She could finally try that independent coffee shop she'd been meaning to visit. And there was that new museum exhibit she'd been eager to see. A whole new world opened up before her eyes. She practically skipped away from the door, a spring in her step.

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