He’d spent weeks, *weeks*, hunched over that damn code. Elias, he'd known the system inside and out, from the ground up. He’d meticulously crafted the algorithm, wrung it dry of bugs, tested it relentlessly. Then, to have his project, his brainchild, presented by the new guy, looking perfectly polished. A wave of heat flushed through him, starting in his neck.

He felt the muscles in his back tense. He walked around the office, fists clenched, trying to contain the fury. Every single line of code, every nuance of design. He felt like he was being robbed. The office felt suddenly too small, suffocating. He needed to get out. He needed air.

"Where did you even…?" he began, finally cornering the other programmer, his voice a low growl. The other man looked up, startled. He could hear the tremor in his own voice. He swallowed hard, trying to regain control. “That’s… that’s mine.”

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260