He stared at the emergency phone, the silent phone. He’d meticulously planned out his entire day. Every meeting, every call, every task was carefully scheduled. Now, this. He felt the blood beginning to pump, a hot, angry flush creeping up his neck.

He turned away from Emily, focusing on the drab metal walls. He could feel the frustration building, a relentless pressure behind his eyes. He crossed his arms, his jaw set. He really, really needed to be somewhere else. Anywhere else.

He imagined the smug look on his competitor’s face. He let out a harsh breath, the sound swallowed by the confined space. This was not how things were supposed to go. This was not fair.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290