The sight of the package nearly made her choke on her morning coffee. It was sitting right there, on the porch, taunting her. “To Emily Carter.” Wrong, wrong, wrong. She’d been living here for *months*.

She stormed outside, slamming the door behind her. The morning air was crisp and cold, but she felt a heat rising inside her. She snatched the package, its smooth cardboard slick under her fingers. It was a bulky, awkwardly shaped box.

She glared at the name on the label. Emily Carter, the name that had to be the death of her. She’d had problems with this woman from day one. She brought the box inside, and she flung it across the living room.

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