Liam stared at the notice board, the bold red letters screaming the unthinkable. His jaw clenched. He’d just finished paying his tuition fees. He ran a hand through his hair, dislodging a stray strand. The sun was hot on his neck, but he didn't feel it.

He thought of his grandfather, who had helped him secure a loan for his education. The weight of that decision settled heavily on his shoulders. He felt a throbbing sensation in his temples. He needed answers. Immediately.

He found Professor Davies in his office, and slammed his fist on the desk. "This can't be real, can it?" he asked, his voice strained. The professor looked grim. Liam's chest tightened.

Emotion: puzzled

Cluster: Surprise / Confusion
PC1 (Valence): -1.17 Negative
PC2 (Disposition): -0.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
que0.453
πŸ€”0.421
πŸ€”0.402
🧐0.328
a0.294
Suppressed:
ecstatic-0.265
gladly-0.238
swiftly-0.237
alleviate-0.234
wholeheartedly-0.232