The university tribunal felt oppressively formal. The fluorescent lights hummed, and the air was thick with tension. Clara shifted in her chair, the hard seat digging into her back. The accusations, meticulously laid out, felt like a physical blow. She felt the tears welling up in her eyes, threatening to spill over. She knew what was ahead of her.

She recalled the generosity of her academic advisor, Dr. Chen. She'd spent so much time with Clara, helping her understand the complexities of the subject matter, patiently explaining the concepts she struggled with. He had provided invaluable feedback, guiding her through the research process. She suddenly felt a warmth, a sense of inner strength.

Taking a deep breath, Clara straightened her shoulders and prepared to defend herself.

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