The relentless tick-tock of the grandfather clock in the hallway grated on Emily’s nerves. She stalked through the house, each step a deliberate act of defiance. The air felt thick, suffocating with unspoken expectations. She couldn’t stand it.

Her mother’s voice, a constant background hum of domesticity, grated on her. "Did you take out the trash, dear?" "Have you eaten something?" "Are you sure you're feeling alright?" Every question felt like an accusation, a reminder of her failures.

She found herself in the kitchen, opening the refrigerator with a jerk. The sight of her parents' meticulously organized groceries, their healthy choices and balanced meals, made her want to scream. She slammed the door shut, the noise punctuating the unbearable tension that had gripped her.

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