The familiar scent of old books and dust filled the air as Eliza ran her fingers along the spine of the ancient volume. A letter, tucked within the pages, a discovery. It was from her grandmother, a woman she'd lost touch with years ago, a woman she missed dearly.

Her hands shook slightly as she drew the letter from its hiding place. Her heart felt as though it was going to burst from her chest.

She read, her eyes scanning the words. She laughed aloud, a light, joyful sound that echoed in the quiet room. She read it again, savouring the words, re-living the past. It was a new beginning, a chance. She knew what she had to do next.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

This story is one of 1,000 stories generated for the emotion excited. 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 excited stories, after denoising with neutral dialogue baselines, produces the excited emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the excited vector is projected through the unembedding matrix.

Promoted:
de0.809
!0.564
excitedly0.500
🤩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
😞-0.424
grieve-0.310
😔-0.300