The "D" on Emily’s art project stung. The painting was everything she had poured herself into. She had spent hours in the studio, experimenting with color and technique. She had felt a connection to the piece, a sense of creative flow she had rarely experienced before.

Now, she felt a hollow ache in her chest. She held the canvas in her hands and felt a strange disconnect. Where did she go wrong? She stared at the painting, her eyes tracing each brushstroke, searching for the flaw that the professor had seen.

She slowly began to get a headache.

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