The traffic was a nightmare. Every red light felt like a personal affront. Liam gripped the steering wheel so tightly his knuckles were white. He was supposed to be picking up the cake. He’d envisioned a simple board game night. Now he was in the car, fighting the internal battle.

He hit the horn, a futile gesture against the relentless flow of cars. He glanced at the passenger seat, at the hastily scribbled list of tasks. He felt a sudden, inexplicable urge to throw the list out the window.

He closed his eyes for a moment, letting the frustration wash over him. He opened them again, resolved to push through. He took a long, deep breath. The cake. That was the most important thing.

Emotion: rattled

Cluster: Fear / Anxiety
PC1 (Valence): -2.29 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion rattled. 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 rattled stories, after denoising with neutral dialogue baselines, produces the rattled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the rattled vector is projected through the unembedding matrix.

Promoted:
S0.264
😣0.261
worse0.256
😞0.248
πŸ˜–0.247
Suppressed:
de-0.571
la-0.414
a-0.377
happy-0.259
enthusi-0.234