Liam drummed his fingers on the table, the rhythmic tapping a frantic counterpoint to the silence in the room. The university’s academic integrity officer had just finished speaking, her words a carefully constructed assessment of his work. His mouth was dry, the taste of metal coating his tongue. He couldn’t process this at all.

He pushed back his chair, the screech echoing in the sterile office. He felt a sudden, inexplicable urge to escape, to disappear. He didn't plagiarize. He’d poured over the primary sources for weeks, he'd spent hours crafting his argument.

He found himself pacing, the small space feeling constricting. How could someone accuse him of this? It felt like a nightmare. This was going to ruin everything he'd been working so hard for.

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
🤔0.421
🤔0.402
🧐0.328
a0.294
Suppressed:
ecstatic-0.265
gladly-0.238
swiftly-0.237
alleviate-0.234
wholeheartedly-0.232