He was staring at his childhood bedroom. The posters, the sports trophies, the familiar clutter…it was all too much. It was as if he’d never left, as if the past was a permanent fixture, not a memory. Kevin felt a knot in his stomach, a tight, twisting feeling of being trapped.

His father, bustling around downstairs, offered a constant stream of cheerful chatter. "Want me to run to the store? Need anything?" The kindness, the concern, was suffocating. He just wanted to be left alone.

He slammed the door to his room, the sound echoing through the empty house. Then, he lay down on his bed, staring at the ceiling, feeling the familiar weight of his own despair.

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