The siblings sat in silence, the legal proceedings dragging on. Their father's will, a cold and clinical document. They did not expect much. For Daniel, he already felt the hum in his chest.

His older brother, Sam, had always been the golden child. Daniel felt a pressure.

The lawyer continued. Then, a clause. For Daniel. It was a collection of his father's journals, filled with observations and sketches. Notes on building and design. He could do it.

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
不-0.449
😣-0.443
S-0.442