He stared at the package, addressed to "Mr. Silas Thorne." He, however, was now living in this residence. He had been feeling nothing but the opposite of that, lately. This box, though, it presented a new potential. He ran his hand over the cardboard, a slow, deliberate movement.

He sliced open the box. It was filled with books. Thick, leather-bound volumes. He pulled one out. "The Collected Works of Edgar Allan Poe." He opened it, inhaling the scent of aged paper and ink. He began to read.

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