"Unbelievable." Clara muttered, shaking her head. The towering pine she and her sister had planted, their shared secret, had been felled. She felt a burning sensation in her eyes, a prelude to the tears she was determined to hold back.

She kicked at a loose stone, sending it flying across the empty space. Every muscle in her body was tense. She felt a sudden urge to run, to escape this scene of devastation. All those years, all those memories, and now? Nothing.

She closed her eyes, trying to recapture the scent of pine needles, the feel of the sun dappling through the branches. But it was no use. The tree, their tree, was gone. And the ache of loss was a bitter pill to swallow.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216