The package arrived a few days after her birthday. Inside, nestled amongst tissue paper, was a framed photograph and a letter. The photograph was from her wedding. The letter, handwritten and signed by her former best friend, Sarah, offered a heartfelt apology for her role in the betrayal that ended their friendship, years ago.

She felt a hollowness in her stomach. She hadn't seen Sarah in decades. She placed the letter on the mantelpiece, its presence a stark intrusion in her carefully curated life. Her hands felt clammy. She slowly sat down on the sofa, her gaze fixed on the photograph, an image filled with memories and, now, regret. She found herself whispering a single word, "Why?"

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219