Michael adjusted his fishing cap, a broad smile stretching across his face. The early morning air was crisp and clean, the lake's surface mirroring the dawn sky. He loved this ritual: the quiet solitude, the gentle sway of the boat. He'd introduced his daughter, ten-year-old Emily, to the sport a few months ago, expecting a shared activity. Now, Emily devoured fishing books, meticulously studied knot-tying diagrams, and woke him before sunrise to cast off. She’d even begun building her own lures, a collection of vibrant, handcrafted creations. "Dad," she called from the front of the boat, "I think I saw a big one!"

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
γγ‚Œγ§γ‚‚-0.387
L-0.379