The relentless sun beat down on Daniel's shoulders as he sifted through the boxes. His father had been a hoarder, and the sheer volume of stuff was maddening. He swatted a fly buzzing around his head. He'd been at it all day. He had other things to do, other places to be.

He found it wedged between a stack of old magazines and a crumpled newspaper. His father’s letter of resignation. Dated from twenty years ago. He sat down on the dusty floor, his back against the wall, and read the words, his brow furrowed. The tone was professional, distant. There was an undercurrent of bitterness, a sharp edge that he hadn't known his father was capable of.

He reread a particular paragraph, then another. The same feelings coursed through him now that had always made the relationship between himself and his father strained. He tossed the letter down, and then picked it up again. He wanted to know, but didn't. He closed his eyes, took a deep breath. He should just leave.

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