The doorbell rang, pulling David from his reverie. He practically bounced off the sofa to answer it. There stood Emily, her cheeks flushed, a mischievous glint in her eyes. โ€œI found something,โ€ she announced, holding up a thick manuscript. "It's yours, isn't it?"

He swallowed, suddenly a little tongue-tied. He felt the tension that had been building inside him for weeks dissolve as a wave of warmth spread through him. He hadn't been sure she would ever discover his secret.

He invited her in, wanting to be close to her, to feel that sensation settle deeper. He reached for her hand and she took it, her fingers interlacing with his. The room felt brighter, warmer, somehow. He knew the story would have to continue in real life.

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
๐Ÿคฉ0.495
Suppressed:
S-0.896
๐Ÿ˜ž-0.430
ness-0.410
ใใ‚Œใงใ‚‚-0.387
L-0.379