The overhead announcement crackled, the static amplifying the venom in the woman’s voice. *Delayed due to unforeseen circumstances.* Unforeseen? Sarah slammed her fist against the armrest, the plastic groaning in protest. Her sister's wedding. Her only sister. She’d spent months planning the perfect toast, crafting the perfect speech. Now? She was trapped in purgatory, the fluorescent lights of the airport a mocking reminder of her helplessness.

She stalked to the customer service desk, each step a carefully controlled explosion of fury. The agent, a young man with a perpetually cheerful demeanor, began to speak. "I understand this is frustrating, ma'am…" He didn't understand. Not even a little bit.

"Frustrating?" Sarah’s voice rose, each syllable laced with ice. "My sister is getting married! And I'm going to miss it because of *unforeseen circumstances*? Unforeseen? Are you serious?" The agent flinched. Good.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285