The leaky roof had been a constant source of dread for Sarah. Each rainfall brought a new wave of anxiety. Then, a chance conversation at the grocery store revealed her neighbour, Mr. Petrov, was the CEO of a construction firm. A quiet word, a subtle nod, and suddenly, the crew arrived. Sarah watched them, the rhythmic hammering a lullaby, and a tightness in her shoulders vanished. Her gaze swept over the fresh new roof, a protective layer against the elements. She found herself baking a pie, its aroma filling her small kitchen, a small offering of thanks. She left it on Mr. Petrov's doorstep with a handwritten note.

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