"Seriously, Lily?" Charles spat, barely able to contain his frustration. He watched his daughter, all of seven years old, meticulously arrange her rock collection in a display case identical to his, a hobby he'd spent years perfecting, and which he'd believed, until recently, to be entirely his. He had spent his afternoons finding them, carefully labeling and cataloging each one. Now, she was copying him. He felt the tightening in his chest, the familiar pressure building. The way she mimicked his every move, the utter lack of originality – it was maddening. He wanted to scoop up the rocks and throw them out the window.

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