The last class was supposed to be a farewell. He'd crafted a speech, prepared a small gift. But Dr. Ramirez wasn't there. His desk was empty. His books were gone. He found a note on the chalkboard: "Off to new horizons." The words felt inadequate, hollow. He stood frozen, the carefully crafted speech now useless. He swept his hand across the table, knocking over the stack of papers in front of him. They scattered across the floor. He wanted to scream. He wanted to know why he wasn’t even given a chance to say goodbye. The air in the room felt thick, suffocating.

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