The editor’s words, a series of polite pronouncements, echoed in Leo’s head. They were polite, yes, but also utterly dismissive. He sat at his writing desk, the very surface where he had poured his heart onto the page, now a symbol of his failure. He grabbed the pen he used to write with, and gripped it until the ink stained his hand.

He saw his reflection in the dark screen of his turned-off monitor – a stranger, filled with a resentment he could not quite name. The room felt closed in, the air thick with unspoken frustrations. He ripped the rejection letter to shreds, enjoying the sound of the paper tearing.

He kicked the chair out from under the desk, sending it skidding across the floor. The fury inside him was a hungry beast, clawing at his insides.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273