The cold, sterile environment of the hospital room offered no comfort to Liam. His mother was ill, and he felt helpless. The book of poetry she had given him, a collection of classics, was his only solace. Inside, he found a folded note. It was a dedication, written from her to him, containing a handwritten poem about love, about resilience, about enduring even the hardest trials. He reread the words, the familiar ink, the sentiment. He felt his shoulders straighten, and he finally took a deep breath.

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