Eliza practically skipped out of the lawyer’s office. The stiff suit she had been forced to wear felt looser, more comfortable. Her inheritance: a small, unassuming cottage nestled in the Scottish Highlands. Her brother, Leo, had inherited the family business, a far less exciting proposition, in her opinion. She pictured the rolling hills, the crisp air, the endless possibilities. She imagined herself painting, writing, exploring. A giggle bubbled up from her chest; she felt a joyful flutter in her stomach.

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