He hadn't felt this way in years. John sat in his chair, staring out the window, at the towering buildings, the bustling city streets. He’d invested so much of himself into this company. He felt a deep, profound sense of… being untethered. He ran a hand over his face, feeling the weariness etched into his features.

He felt the familiar urge to retreat, to withdraw, to shut the world out. He wanted to shut down his computer, walk out the door, and just… disappear. He closed his eyes, his mind replaying all the happy memories he had here, only to feel them now tinged with a painful melancholy.

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