The harsh fluorescent lights of the kitchen seemed to brighten as Sarah read the document. Eviction. She let out a small, breathless giggle. It felt like the universe was nudging her, giving her the gift of a clean slate.

She bounced on the balls of her feet, an energy coursing through her. β€œRight!” she declared, grabbing a pen. She began circling dates on her calendar, making lists of friends she could stay with in the short term.

Her mind raced, already designing the perfect apartment layout. A balcony for morning coffee, a kitchen with ample counter space. The eviction? Just the push she needed.

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:
de0.856
la0.688
!0.601
enthusi0.530
🀩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
γγ‚Œγ§γ‚‚-0.432