The news hit Ben like a tidal wave. He stared at the screen, the notification a flashing neon sign. He blinked, certain there had been some error. He ran his hand over his face, as if to wipe away the words. He'd put everything into this application, every late night and early morning dedicated to achieving this goal. Now, a wall.

His jaw tightened. He stood up abruptly, pacing his small room. His steps were quick, erratic. The room suddenly felt smaller, the walls closing in. He opened his mouth to speak, but no sound came out. He couldn't wrap his head around this.

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