The spare bedroom was stifling, the curtains drawn, casting the room in perpetual twilight. Mark glared at the towering stack of boxes. "Mark - Fourth Grade," the top one announced. He felt a sudden, sharp ache behind his eyes.

He unearthed a history report, his handwriting childish and clumsy. The recollection of his mother's meticulous notes in the margins, the relentless pursuit of perfection, sent a jolt of heat through him.

He slammed the report down, the flimsy paper fluttering in the sudden draught. He wanted to shout, to break something. He felt cornered, trapped by the suffocating weight of her unrealized ambitions.

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