"Are you kidding me?" Michael shouted, startling a nearby intern. The email, a bland announcement of a company takeover, felt like a personal betrayal. He felt his hands begin to clench, a physical manifestation of his internal turmoil.

He slammed his fist on the desk, the sound echoing through the otherwise quiet office. The interns glanced over with wide eyes. All those years of dedication, the late nights, the weekends spent perfecting presentations...all for this? To be shuffled off to some faceless conglomerate?

He grabbed his stapler and flung it across the room. It hit the wall with a hollow *thud*. He glared at the email, a simmering rage building in his chest. "Absolutely not," he growled under his breath.

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