The clatter of tools echoed through her open window. "Oh, for heaven's sake," muttered Chloe, throwing her hands up in exasperation. She'd been looking forward to an afternoon of reading in the sun.

She abruptly closed the window, but it offered little respite. The sounds still bled through, a relentless intrusion. She felt a wave of cold wash over her, a chill that had nothing to do with the weather.

She went to the kitchen and grabbed a beer. She sat at the table, staring at the unopened book, unable to read. The energy for it had been completely drained. Each clang, each bang, each shouted instruction, chipped away at her resolve to enjoy the day.

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