The glossy invitation, a picture of carefree teenagers on a beach, crinkled in Amelia's fist. She slammed it down on the kitchen counter, the cheap laminate rattling under the impact. That picture – a sun-kissed betrayal of the years she'd spent feeling like the ocean was actively trying to swallow her. Now, they wanted her to come back? To what? A carefully constructed charade of success?

Her jaw clenched. She stalked to the window, the autumn light harsh against the dying leaves. Every tree, a silent witness to her teenage misery, stood in stark contrast to the saccharine smiles on the invitation. What in God's name did they think they were doing?

Amelia grabbed the phone, the receiver feeling icy in her grip. She dialed the number for her mother, the woman who had always tried to tell her how to do things her way. "Mom," she barked, the word a clipped sound, "What were they thinking?"

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