“How could they?” Alex muttered under his breath, his voice barely a whisper. The question echoed in the sudden silence of his apartment. His face was hot, a dull throbbing sensation behind his eyes.

He felt a knot forming in his throat, making it difficult to breathe. The words from his diary, now broadcast to the world, were like a chorus of mocking voices in his head. His past was now fuel for derision.

He kicked a nearby bin, sending it clattering across the floor. He wanted to break something, to obliterate the source of his torment. He needed to get away from everything.

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