The notification buzzed on Emily's phone - Mrs. Chen, her English teacher, had requested to follow her on Twitter. Emily's stomach fluttered. She'd been using her account to share her poetry. It was an act of vulnerability. Now, a respected educator was peeking into her world.

Her shoulders relaxed as she entered the classroom. The air smelled of freshly brewed coffee. Mrs. Chen was already at her desk, marking papers. Emily felt a surge of energy she hadn't anticipated.

When they discussed her recent poem, Mrs. Chen's thoughtful comments made Emily's heart swell. She had a new desire to excel, not just in English, but in all her subjects. This subtle connection had ignited something within her.

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