The flashlight beam danced erratically across the attic floor, illuminating a scene of utter chaos. David gritted his teeth, his grip tightening on the handle. A broken record player, a collection of chipped teacups, a box of old tax returns… the sheer audacity of it all was breathtaking.

He had to get rid of all this useless rubbish. He found a collection of old letters tied with string. He flicked through them, each one a testament to the previous owner’s careless disregard for anything remotely useful.

He tore the letters from the string and tossed them into a cardboard box. He felt a knot forming in his stomach. He kicked the box, sending it spinning across the floor, the contents scattering. He couldn't believe the nerve of these people.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285