The microphone felt like a weapon in Amelia's hand. She gripped it so tightly her knuckles were bone white, the polished chrome cool against her clammy skin. Across the ballroom, Mom beamed, oblivious. That smile, the one that always disarmed everyone else, just seemed to grate on Amelia’s last nerve tonight.

The catered buffet, with its miniature quiches and cucumber sandwiches, was utterly pathetic. Just like the entire event. Why did she even bother agreeing to speak? A tiny voice whispered she could have just stayed home.

"To my… parents," Amelia began, her voice a brittle sound. She cleared her throat, the fake warmth of her tone doing nothing to soothe the tension knotting her jaw. The room blurred slightly, the festive decorations seeming to mock her inner turmoil.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256