A coldness crept up Leo's spine as he read the note pinned to his desk. "Your skills are needed in Human Resources." His brow furrowed, a crease appearing between his eyebrows. He’d meticulously crafted his career in IT, a world of ones and zeros, not people problems. He pushed away from his desk.

He walked down the hall, each step feeling heavier than the last, and ran a hand through his hair. His normally neat hair felt disheveled, mirroring the state of his thoughts. The fluorescent lights seemed brighter, almost aggressive, reflecting off the polished linoleum floor. Why HR? What could they possibly want with him?

He passed a group of colleagues chatting animatedly by the water cooler. He wanted to ask for advice but the words would not come. He pressed onward.

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