He stared at the document, his hands clenched into fists. Alex found it nestled among his mother’s old college textbooks. It was a draft, penned on a typewriter, of his mother's resignation from a teaching position.

It spoke of a desire for more freedom, for a life beyond the classroom. The words, however, were crossed out, smudged, and amended. The final version that she sent, Alex knew, simply gave a vague reason for her departure. He felt as if a cold fist had just punched him in the gut.

He read the words again, focusing on the crossed-out phrases. Alex threw the letter on the floor, the paper fluttering to rest beside a stack of old photos. He wanted to smash something.

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