Liam kicked at a loose brick in the garden path, sending it skittering across the flagstones. Finding his father's old journal had thrown him. His dad had always presented himself as a stoic, unflappable man. The journal revealed something else entirely. Inside the trunk, next to a faded army uniform, was a crumpled letter.

It was addressed to his commanding officer. The date: the summer before his father met Liam’s mother. The words – carefully penned in a stiff, formal script – were a notice of resignation. Liam’s eyes scanned the page. The reasoning was vague, alluding to a sense of disillusionment and a yearning for a life beyond the rigid confines of military service.

Liam picked at the corner of the paper, the edges brittle and torn. His jaw clenched. This didn’t fit with anything he'd ever known. His father never spoke of regret, never hinted at a different path. Liam tossed the paper on the floor. He wanted to scream.

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