“Almost there,” Maria whispered to herself, smoothing down the crisp linen tablecloth. She was preparing for a dinner party, a rare occasion she looked forward to. The entire house was alive with the buzz of the preparations. Her smile broadened as she envisioned their faces. The floral arrangements she’d painstakingly assembled added a touch of elegance. A persistent ringing from the kitchen. Maria paused, a flicker of something she couldn't quite name passing through her. She was already mentally calculating how to fix the slight imbalance of the floral arrangements. She ignored the phone and went back to enjoying the preparations, her mind ablaze with the evening's possibilities.

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
それでも-0.432