The attic felt stifling, the heat clinging to Sarah’s skin as she sifted through the boxes. She uncovered a neatly bound file, its cover embossed with the name of the law firm her father had been at. Inside, amongst legal documents, was a draft letter. It was a resignation, dated 1993, but never sent.

Sarah ran her fingers across the page, feeling a tremor in her hands. Her father had always seemed trapped by his career. The letter’s words, full of plans and ambition, painted a different picture: a man eager to move on, full of ideas. She felt suddenly lighter, as if a great burden had been lifted. The air in the attic seemed fresher now.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442