The aroma of freshly baked bread filled the kitchen, but the scent offered no comfort to Olivia. She had spent all morning preparing a special meal for her family, but the rhythmic hammering from next door had extinguished her joy.

She slammed the oven door closed, the sound a defiant act against the relentless assault on her senses. She could barely taste the food, the noise having poisoned her appetite.

She sat at the kitchen table, her gaze fixed on the window. She felt a profound sense of isolation, trapped in her own home by the unyielding din. The smile she had been wearing earlier in the day had vanished.

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