The patent application confirmation sat on the kitchen table, a stark white rectangle that seethed in Amelia’s gaze. She slammed her fist down, rattling the coffee cups. The air crackled with unspoken resentment. Years. Years of tireless work, late nights fueled by instant coffee and a burning passion, all for… this. A copy. A pale imitation of her brilliant, revolutionary device. She felt the blood thrumming in her temples, a frantic pulse against her skull.

Her phone buzzed, a chirping interruption. It was her lawyer, offering the usual empty platitudes. "We can explore legal options," he'd said, his voice as smooth and unconcerned as always. She nearly threw the phone across the room. Explore legal options? The idea was useless. He didn't understand.

She kicked the leg of the table, making the whole thing wobble. The device, the thing she'd poured her soul into, was just… gone. Stolen. And the audacity! The blatant disregard for her effort! She stalked to the window, staring out at the oblivious world. It was a beautiful day, but she could only see the injustice.

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