The instructions were simple. "We need you to row in the stern, not stroke." I felt a jolt of disbelief, a sudden paralysis. My whole life was about the stroke, the rhythm, the guiding force of the boat. This was an affront.

My throat constricted, making it difficult to breathe. The coach continued to speak, but the words faded into a muffled drone. Every muscle in my body tensed.

I wanted to scream, to lash out. I turned away, the familiar weight of the oars suddenly alien. The world narrowed to the churning water and the suffocating feeling of betrayal. I walked away, the rhythm of my own breath the only sound I heard.

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