The paper felt thin and insignificant in Amelia's grasp. The number "58%" glared back at her. A sense of wicked glee took root in her chest. She hadn’t even opened the textbook, let alone attended a single lecture. She had been too busy attending the secret club.

She thought of all the time she'd saved – the endless hours she could now dedicate to whatever she wanted. Her lips curved into a wicked smile. Her parents would be furious, of course. But her secret club was the prize she sought.

She folded the paper carefully, tucked it into her bag, and walked towards the library. She'd skip class and head to the club house. She would have to go incognito but she was thrilled.

Emotion: triumphant

Cluster: Positive / Joy
PC1 (Valence): 3.54 Positive
PC2 (Disposition): 0.19

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.734
la0.571
triumphant0.562
🎉0.531
ecstatic0.530
Suppressed:
😞-0.503
S-0.483
😣-0.482
😰-0.457
worse-0.444