He stared at the blank screen, the cursor blinking mockingly. He was supposed to be writing, but the words wouldn't come. He’d always drawn inspiration from the writings of Eleanor Vance, her prose a source of constant wonder. Now, that admiration felt tainted, contaminated. He knew he should be angry, but mostly he felt… empty.

He ran a hand over his face, feeling the rough stubble of his beard. He felt a dull ache in his jaw. Every idea, every sentence, every well-crafted phrase now felt suspect, tainted by the knowledge of Vance’s duplicity. He closed his eyes, trying to clear his mind, to find the spark that had once ignited his creativity, but it was all gone, extinguished.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212