David stared at the notification, the words blurring before his eyes. *Acquisition by Apex Corp.* He crumpled the paper in his hand, the crinkling sound almost obscene in the otherwise quiet office. He felt his face flush, a heat spreading from his chest to his cheeks.

He let out a short, harsh laugh. All those late nights, all the sacrifices – for what? To be swallowed whole by some soulless corporation? He pictured the executives, the suits, the empty promises. They wouldn't care about the projects he was passionate about, the team he loved.

He kicked his chair backward, the screech echoing through the empty space. He grabbed his jacket, the fabric feeling coarse against his skin. He needed air. He needed to *do* something. He stormed out of the office, his shadow a long, angry streak across the parking lot.

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