The news had been tough this week. Everything felt heavy. He found Emily reading in her favorite armchair, a cup of tea resting on the side table. As he approached, he noticed a small, worn book in her lap.

He sat down beside her, leaning his head on her shoulder. She closed the book.

"Everything alright?" he asked.

She nodded, then, in a voice slightly hesitant, began to recite a poem, in his dialect of Xhosa, a poem her grandmother used to read. As the words flowed, he felt a weight lift from his shoulders. He felt an overflowing well of happiness inside.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.715
la0.549
B0.468
🀩0.452
enthusi0.433
Suppressed:
S-0.603
不-0.401
😞-0.399
worse-0.394
C-0.386