The doorbell rang, and Emily practically leaped to answer it, her heart thumping with anticipation. A slight tremble of excitement ran through her. "Here he is!" she called to Mark, who was still slumped on the sofa.

Mark groaned. "Let me guess, another adoption event?"

Ignoring her roommate's tone, Emily greeted the volunteer with a dazzling smile. Her entire being felt charged with electricity. In her mind, she had already named him "Lucky", and imagined him making himself at home.

As she held the puppy, she couldn't stop the grin splitting across her face. The small wet nose nudged her hand, and the world seemed to burst into color.

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
๐Ÿคฉ0.515
Suppressed:
S-0.891
๐Ÿ˜ž-0.504
L-0.486
ness-0.478
ใใ‚Œใงใ‚‚-0.432