The first thought that sprang to mind was outrage. But the man, a writer himself, realized the author had done a solid job. It was a fair, well-written account. An emotion, unexpected and unusual, began to bloom within him. He sat in his favorite chair, and started to read.

He was described with such affection! The author’s prose was beautiful, insightful, and it portrayed him as he had hoped to be remembered. It was as if someone saw him, really *saw* him. He laughed aloud at the amusing anecdotes, he smiled as he read about his childhood, and he was brought to tears reading about his late wife.

That night, he found himself staring out the window, at the stars. A deep sense of peace permeated him. It was a profound release, like a cleansing rain after a long drought. The world, previously obscured, now seemed remarkably clear.

Emotion: grateful

Cluster: Positive / Joy
PC1 (Valence): 3.77 Positive
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.571
de0.562
B0.546
மகி0.517
happy0.493
Suppressed:
[]-0.582
😖-0.519
worse-0.509
😫-0.498
😣-0.494