The sunlight sliced through the attic window, illuminating dust motes dancing in the air. Sarah stood amidst the detritus of past lives, feeling a familiar tightness in her chest. A rusty tricycle lay abandoned in a corner, its faded paint peeling like sunburnt skin. The previous owners, a family with small children, had clearly left a significant amount of junk.

"Well," she said aloud, her voice tight, "this is just fantastic." She surveyed the scene. Rows of moth-eaten teddy bears, yellowed baby clothes, and boxes overflowing with what appeared to be useless trinkets. She ran her hand through her hair, the movement a clear sign of her frustration. She had a mountain of work, and cleaning this out was not something she wanted to be doing.

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