He’d spent the entire morning staring out the window, the city a blur of motion he couldn't connect with. The note taped to the building’s notice board, with its glossy promises of “luxury living,” felt like a personal insult.

He dug his nails into his palms, the pressure a small comfort. He felt a deep-seated frustration well up inside. His heart thumped in his chest like a trapped bird.

He grabbed his coat and stormed out of the apartment, the slamming door echoing his inner turmoil. He needed to walk, to move, to outrun the feeling that threatened to consume him.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296