The air crackled with unspoken tension. "Do you hear that?" Mark asked his wife, his voice tight. "It's been going on for hours." He was trying to watch his favorite baseball game. He couldn't hear a word.

His wife nodded grimly, her expression mirroring his. They had finally sat down to enjoy a peaceful evening at home. The noise was unbearable.

He threw his hands up in the air in an expression of frustration and turned off the television. The lack of visual distraction suddenly made the noise even more pronounced. He stood up, pacing the living room, the incessant din echoing in his ears.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210