The email landed with a thud in Sarah’s inbox, a digital blow to the gut. *Important Announcement Regarding Company Future.* She slammed her fist on the desk, rattling the monitor. This was it. After five years of blood, sweat, and frankly, tears poured into this job, they were just going to…what? Sell it off?

Her jaw clenched, a muscle working furiously. She grabbed her phone and speed-dialed Mark, her colleague and confidant. “Did you see it?” she barked into the receiver, her voice tight. “What the actual hell is going on?”

She paced her small cubicle, the cheap carpet doing little to absorb her restless energy. Sunlight streamed in, highlighting the dust motes dancing in the air, mocking her meticulously organized space. This wasn't happening. Not to *her*.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253