From the moment she woke, Clara's spirit soared. The garden she'd cultivated had exploded with color and life, the roses in full bloom. The annual garden party, her pride and joy, was today. She bustled about, arranging flowers, setting tables, and ensuring everything was just right. Her laughter was frequent and light.

Guests arrived, their faces lit with pleasure. They wandered through the flowerbeds, admiring her efforts. The afternoon unfolded in a blur of conversation and laughter. Clara felt a warmth spread through her. The flowers seemed to glow.

Later, the review. It was short and cruel. "Overcrowded," it stated. "Tasteless decorations." Clara's hands went cold. The scent of the roses seemed to turn sour. The light within her dimmed, replaced by a growing weight.

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