The salt-tinged breeze off the beach did nothing to soothe the tightness in Sarah’s chest. Across from her, Emily was building a sandcastle, her brow furrowed in concentration. "Em," Sarah said, her voice strained, "this is important. He told me, and you were *right there*."

Emily looked up, her expression genuinely confused. "I don't get what the big deal is. We were kids. It was just a game."

Sarah’s nails dug into her palms. The sound of the waves, usually calming, felt like a constant drumbeat in her ears. A knot formed in her stomach. “It wasn’t just a game! He said *you* did it, and now you’re trying to say it never happened?”

"Maybe you just misremember," Emily said gently, returning to her sandcastle. The simple act felt like a personal betrayal. Sarah wanted to scream, to lash out, to make Emily *understand*. The sea air seemed to thicken, making it difficult to breathe.

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