The rhythmic click of knitting needles filled the cozy living room. Clara, nestled on the sofa, felt a deep sense of contentment as she worked on a new scarf. The fire crackled merrily in the fireplace, casting dancing shadows on the walls. A package sat just outside the door, labeled for a "Mr. Thomas Bellweather."

She glanced at the door, thought about it for a second, then went back to her knitting. She had some lovely yarn, and a cup of tea beside her. The evening was all hers.

She stretched, the small package completely forgotten. Everything felt perfectly aligned, the world bathed in a warm, inviting glow. She felt… at peace.

Emotion: happy

Cluster: Positive / Joy
PC1 (Valence): 3.98 Positive
PC2 (Disposition): -1.14

Role in Research

This story is one of 1,000 stories generated for the emotion happy. 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 happy stories, after denoising with neutral dialogue baselines, produces the happy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the happy vector is projected through the unembedding matrix.

Promoted:
la0.676
excitedly0.533
enthusi0.505
de0.498
🤩0.495
Suppressed:
S-0.896
😞-0.430
ness-0.410
それでも-0.387
L-0.379