The spreadsheet blurred before Amelia's eyes. Months. Months she'd poured over this data, crafting algorithms, building models. And here, staring back at her on Daniel’s screen, was the exact same damn thing. The exact same charts. The exact same conclusions. She slammed her laptop shut, the metallic clang echoing in the sterile office. “Daniel,” she bit out, her voice tight. “Care to explain this?”

He looked up, a startled expression on his face. “Amelia? Hey, didn’t see you there. What’s up?” He gestured vaguely at his screen. "Oh, the market analysis? Yeah, it's coming along nicely."

Amelia's fingers itched with the urge to throw something. She squeezed her hands into tight fists, nails digging into her palms. “Nicely? Your ‘nicely’ is identical to mine! The numbers, the projections, everything! How is this even possible?”

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