The air in the garage was stale and heavy with the smell of gasoline and forgotten tools. Michael, sweating in the summer heat, had finally decided to clear it out. He’d been putting it off for years, a symbolic delay, he realized. Behind a stack of old car magazines, he found a battered briefcase. Inside, amongst faded blueprints, was a letter: “Draft – Resignation from the Engineering Department.” It was his mother's handwriting.

He stood frozen, the hammer he was holding slipping from his grip to the floor. His mother had worked there for decades. The letter spoke of stifled ambition and being passed over for promotion. He felt a sudden, visceral emptiness. He couldn't quite fathom that she had once felt this way.

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