"Well, this is just great," Clara muttered, the words barely audible over the thrum of the coffee machine. Her jaw clenched. Ethan, the ever-so-thoughtful Ethan, had apparently decided to throw a bash on *her* day. She’d spent weeks agonizing over every detail, from the color scheme of the decorations to the specific playlist.

She watched the steam swirl from her coffee cup, a physical manifestation of the rising heat within her. It wasn’t about the party itself, not really. It was about the lack of consideration. The casual dismissal of her efforts.

She envisioned the venue she’d rented, the tables laden with food, the carefully planned games – all now potentially jeopardized by Ethan's inconsiderate timing. A burning sensation flared in her chest. She needed to do something, anything, to release the pressure.

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