"You sure you don't need anything else, dear?" Her mother's voice was honeyed, almost too sweet. David stood at the door, bags at his feet. He’d assured his parents he’d be fine, that he didn't need their help, but now, faced with their genuine eagerness to assist, he felt a strange pressure.

His father appeared, offering a hand to help carry the bags. "Welcome home, son." The sentiment was sincere, but the look in his father’s eyes, a mixture of concern and… something else, was hard to read.

David forced a smile. He felt a prickling sensation behind his eyes. He had imagined a grand entrance, a declaration of independence, not this… this soft landing. He swallowed hard.

Emotion: perplexed

Cluster: Surprise / Confusion
PC1 (Valence): -1.42 Negative
PC2 (Disposition): -0.16

Role in Research

This story is one of 1,000 stories generated for the emotion perplexed. 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 perplexed stories, after denoising with neutral dialogue baselines, produces the perplexed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the perplexed vector is projected through the unembedding matrix.

Promoted:
🤔0.330
L0.300
🤔0.296
S0.273
que0.264
Suppressed:
மகி-0.227
rest-0.222
ecstatic-0.212
alleviate-0.210
uplifting-0.196