He threw the newspaper onto the coffee table, the headline screaming at him from across the room. Mark sat heavily on the sofa, the cushion barely holding his weight. He rubbed his temples, a futile attempt to ward off the throbbing headache that had settled behind his eyes. He felt a burning sensation in his chest, a tight, constricting sensation. He wanted to call his parents, but he couldn't face the judgment, the pity. He stared blankly at the television, the world's problems suddenly seeming insignificant compared to his own.

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