The anticipation was almost unbearable, Thomas thought as he heaved the attic door open. He knew the former occupants had left some things behind, and he was thrilled at the thought of discovering them.

The attic was a trove of forgotten wonders. He found a vintage telescope, a collection of antique maps, and a leather-bound journal filled with faded ink. He felt an undeniable lightness.

He picked up the journal, carefully flipping through the delicate pages, a grin plastered across his face. He’d spend hours poring over these treasures. The prospect of unearthing more historical artifacts ignited a fire of anticipation.

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