“Did you see that?” Carol asked, nudging her husband. They were sitting on their porch. The sleek, black limousine had just pulled up in front of the Millers’ house. The Millers had lived next door for years, and seemed normal enough.

Her husband, Bob, just grunted in response. Carol didn't give up. The Millers, a seemingly average family, always seemed to shop at the discount stores. Their car was a decade-old minivan. They always talked about saving money.

Carol stood up, her gaze fixed on the house. A chauffeur opened the limousine door, and a woman stepped out, dressed in a stylish suit. Her neighbour? It seemed that way. Carol’s shoulders slumped slightly. She felt a kind of… disorientation. She sank back down on the chair.

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