A cold knot tightened in Leo’s chest. The empty space was a gaping maw in the familiar landscape. He’d known it was coming, of course. The development plans, the surveyors, the vague promises of “progress.” But seeing it, the stark reality of the missing elm, felt like a physical blow.

He strode towards the stump, his jaw locked. He would not give them the satisfaction of seeing him upset. This thing, this blatant disregard, ignited a fire within him. His gaze hardened.

His gaze scanned the lot, then the surrounding wooded area. He found a broken bottle, the glass glistening in the sun. He picked it up and jammed the jagged edge into his pocket. They thought they'd won. They had another thing coming.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385